| 
                    1
                 | 
                                    
                                                     | 
                
                 | 
                '''las.py - read Log ASCII Standard files  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    2
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                | 
                    3
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                See README.rst and LICENSE for more information.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    4
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    5
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                '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    6
                 | 
                                    
                                                     | 
                
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                from __future__ import print_function  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    7
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    8
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                                                     | 
                
                 | 
                # Standard library packages  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    9
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                import codecs  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    10
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                import json  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    11
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                 | 
                import logging  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    12
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                import os  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    13
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                import re  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    14
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                import textwrap  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    15
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                import traceback  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    16
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    17
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                 | 
                # The standard library OrderedDict was introduced in Python 2.7 so  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    18
                 | 
                                    
                                                     | 
                
                 | 
                # we have a third-party option to support Python 2.6  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    19
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    20
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                                                     | 
                
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                try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    21
                 | 
                                    
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                    from collections import OrderedDict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    22
                 | 
                                    
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                 | 
                except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    23
                 | 
                                    
                                                     | 
                
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                    from ordereddict import OrderedDict  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    24
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    25
                 | 
                                    
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                 | 
                # Convoluted import for StringIO in order to support:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    26
                 | 
                                    
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                 | 
                #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    27
                 | 
                                    
                                                     | 
                
                 | 
                # - Python 3 - io.StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    28
                 | 
                                    
                                                     | 
                
                 | 
                # - Python 2 (optimized) - cStringIO.StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    29
                 | 
                                    
                                                     | 
                
                 | 
                # - Python 2 (all) - StringIO.StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    30
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    31
                 | 
                                    
                                                     | 
                
                 | 
                try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    32
                 | 
                                    
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                 | 
                    import cStringIO as StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    33
                 | 
                                    
                                                     | 
                
                 | 
                except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    34
                 | 
                                    
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                 | 
                    try:  # cStringIO not available on this system  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    35
                 | 
                                    
                                                     | 
                
                 | 
                        import StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    36
                 | 
                                    
                                                     | 
                
                 | 
                    except ImportError:  # Python 3  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    37
                 | 
                                    
                                                     | 
                
                 | 
                        from io import StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    38
                 | 
                                    
                                                     | 
                
                 | 
                    else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    39
                 | 
                                    
                                                     | 
                
                 | 
                        from StringIO import StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    40
                 | 
                                    
                                                     | 
                
                 | 
                else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    41
                 | 
                                    
                                                     | 
                
                 | 
                    from StringIO import StringIO  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    42
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    43
                 | 
                                    
                                                     | 
                
                 | 
                # get basestring in py3  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    44
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    45
                 | 
                                    
                                                     | 
                
                 | 
                try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    46
                 | 
                                    
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                 | 
                    unicode = unicode  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    47
                 | 
                                    
                                                     | 
                
                 | 
                except NameError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    48
                 | 
                                    
                                                     | 
                
                 | 
                    # 'unicode' is undefined, must be Python 3  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    49
                 | 
                                    
                                                     | 
                
                 | 
                    str = str  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    50
                 | 
                                    
                                                     | 
                
                 | 
                    unicode = str  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    51
                 | 
                                    
                                                     | 
                
                 | 
                    bytes = bytes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    52
                 | 
                                    
                                                     | 
                
                 | 
                    basestring = (str,bytes)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    53
                 | 
                                    
                                                     | 
                
                 | 
                else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    54
                 | 
                                    
                                                     | 
                
                 | 
                    # 'unicode' exists, must be Python 2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    55
                 | 
                                    
                                                     | 
                
                 | 
                    str = str  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    56
                 | 
                                    
                                                     | 
                
                 | 
                    unicode = unicode  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    57
                 | 
                                    
                                                     | 
                
                 | 
                    bytes = str  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    58
                 | 
                                    
                                                     | 
                
                 | 
                    basestring = basestring  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    59
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    60
                 | 
                                    
                                                     | 
                
                 | 
                # Required third-party packages available on PyPi:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    61
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    62
                 | 
                                    
                                                     | 
                
                 | 
                from namedlist import namedlist  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    63
                 | 
                                    
                                                     | 
                
                 | 
                import numpy  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    64
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    65
                 | 
                                    
                                                     | 
                
                 | 
                # Optional third-party packages available on PyPI are mostly  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    66
                 | 
                                    
                                                     | 
                
                 | 
                # imported inline below.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    67
                 | 
                                    
                                                     | 
                
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    68
                 | 
                                    
                                                     | 
                
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    69
                 | 
                                    
                                                     | 
                
                 | 
                logger = logging.getLogger(__name__)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    70
                 | 
                                    
                                                     | 
                
                 | 
                __version__ = "0.9.1"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    71
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    72
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    73
                 | 
                                    
                                                     | 
                
                 | 
                class LASDataError(Exception):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    74
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    75
                 | 
                                    
                                                     | 
                
                 | 
                    '''Error during reading of numerical data from LAS file.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    76
                 | 
                                    
                                                     | 
                
                 | 
                    pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    77
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    78
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    79
                 | 
                                    
                                                     | 
                
                 | 
                class LASHeaderError(Exception):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    80
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    81
                 | 
                                    
                                                     | 
                
                 | 
                    '''Error during reading of header data from LAS file.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    82
                 | 
                                    
                                                     | 
                
                 | 
                    pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    83
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    84
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    85
                 | 
                                    
                                                     | 
                
                 | 
                class LASUnknownUnitError(Exception):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    86
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    87
                 | 
                                    
                                                     | 
                
                 | 
                    '''Error of unknown unit in LAS file.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                    pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    90
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                class HeaderItem(OrderedDict):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    92
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(self, mnemonic, unit="", value="", descr=""):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
                 | 
                        super(HeaderItem, self).__init__()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    94
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    95
                 | 
                                    
                                                     | 
                
                 | 
                        # The original mnemonic needs to be stored for rewriting a new file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    96
                 | 
                                    
                                                     | 
                
                 | 
                        # it might be nothing - '' - or a duplicate e.g. two 'RHO' curves,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                        # or unique - 'X11124' - or perhaps invalid??  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                        self.original_mnemonic = mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    100
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
                 | 
                        # We also need to store a more useful mnemonic, which will be used  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    102
                 | 
                                    
                                                     | 
                
                 | 
                        # (technically not, but read on) for people to access the curve while  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    103
                 | 
                                    
                                                     | 
                
                 | 
                        # the LASFile object exists. For example, a curve which is unnamed  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                        # and has the mnemonic '' will be accessed via 'UNKNOWN'.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                        if mnemonic.strip() == '':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                            self.useful_mnemonic = 'UNKNOWN'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                            self.useful_mnemonic = mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                        # But note that we need to (later) check (repeatedly) for duplicate  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    112
                 | 
                                    
                                                     | 
                
                 | 
                        # mnemonics. Any duplicates will have ':1', ':2', ':3', etc., appended  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    113
                 | 
                                    
                                                     | 
                
                 | 
                        # to them. The result of this will be stored in the below variable,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                        # which is what the user should actually see and use 99.5% of the time.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                        self.mnemonic = self.useful_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                        self.unit = unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                        self.value = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        self.descr = descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                    def __getitem__(self, key):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                        if key == 'mnemonic':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                            return self.mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                        elif key == 'original_mnemonic':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                            return self.original_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                        elif key == 'useful_mnemonic':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                            return self.useful_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                        elif key == 'unit':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                            return self.unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                        elif key == 'value':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                            return self.value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        elif key == 'descr':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                            return self.descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                            raise KeyError('CurveItem only has restricted items (not %s)' % key) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
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                | 
                    138
                 | 
                                    
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                    def __repr__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        return (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                            "%s(mnemonic=%s, unit=%s, value=%s, "  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                            "descr=%s, original_mnemonic=%s)" % (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                                self.__class__.__name__, self.mnemonic, self.unit, self.value,   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                                self.descr, self.original_mnemonic))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    144
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                    145
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                 | 
                    def _repr_pretty_(self, p, cycle):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
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                 | 
                        return p.text(self.__repr__())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    149
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                                                     | 
                
                 | 
                class CurveItem(HeaderItem):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
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                 | 
                    def __init__(self, *args, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
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                 | 
                        self.data = numpy.ndarray([])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
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                        super(CurveItem, self).__init__(*args, **kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
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                | 
                    154
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
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                 | 
                    def API_code(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                        return self.value  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    157
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                      | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
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                    def __repr__(self):  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        return (  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    160
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                 | 
                            "%s(mnemonic=%s, unit=%s, value=%s, "  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                            "descr=%s, original_mnemonic=%s, data.shape=%s)" % (  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                                self.__class__.__name__, self.mnemonic, self.unit, self.value,   | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                                self.descr, self.original_mnemonic, self.data.shape))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                class SectionItems(list):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                    def __contains__(self, testitem):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        '''Allows testing of a mnemonic or an actual item.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                        for item in self:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                            if testitem == item.mnemonic:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                                return True   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                            elif hasattr(testitem, 'mnemonic'):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                                if testitem.mnemonic == item.mnemonic:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                                    return True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                            elif testitem is item:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                                return True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                            return False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                    def keys(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                        return [item.mnemonic for item in self]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                    def values(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                        return self  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                    def items(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                        return [(item.mnemonic, item) for item in self]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                    def iterkeys(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                        return iter(self.keys())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                    def itervalues(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                        return iter(self)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                    def iteritems(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                        return iter(self.items())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                    def __getitem__(self, key):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                        for item in self:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                            if item.mnemonic == key:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                                return item  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                        if isinstance(key, int):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                            return super(SectionItems, self).__getitem__(key)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                            raise KeyError("%s not in %s" % (key, self.keys())) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                    def __setitem__(self, key, newitem):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                        if isinstance(newitem, HeaderItem):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                            self.set_item(key, newitem)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                            self.set_item_value(key, newitem)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                    def __getattr__(self, key):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                        if key in self:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                            return self[key]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                            super(SectionItems, self).__getattr__(key)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                    def __setattr__(self, key, value):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                        if key in self:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                            self[key] = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                            super(SectionItems, self).__setattr__(key, value)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                    def set_item(self, key, newitem):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                        for i, item in enumerate(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                            if key == item.mnemonic:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                                # This is very important. We replace items where  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                                # 'mnemonic' is equal - i.e. we do not check useful_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                                # or original_mnemonic. Is this correct? Needs to thought  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                                # about and tested more carefully.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                                logger.debug('SectionItems.__setitem__ Replaced %s item' % key) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                                return super(SectionItems, self).__setitem__(i, newitem)    | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                            self.append(newitem)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                    def set_item_value(self, key, value):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                        self[key].value = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                    def append(self, newitem):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                        '''Check to see if the item's mnemonic needs altering.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug("SectionItems.append type=%s str=%s" % (type(newitem), newitem)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                        super(SectionItems, self).append(newitem)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                        # Check to fix the :n suffixes  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                        existing = [item.useful_mnemonic for item in self]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                        locations = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                        for i, item in enumerate(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                            if item.useful_mnemonic == newitem.mnemonic:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                                locations.append(i)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                        if len(locations) > 1:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                            current_count = 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                            for i, loc in enumerate(locations):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                                item = self[loc]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                                # raise Exception("%s" % str(type(item))) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                                item.mnemonic = item.useful_mnemonic + ":%d" % (i + 1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                    def dictview(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                        return dict(zip(self.keys(), [i.value for i in self.values()]))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                    # def __repr__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                    #     return (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                    #         "{cls}({contents})".format( | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                    #             cls=self.__class__.__name__,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    268
                 | 
                                    
                                                     | 
                
                 | 
                    #             contents=', '.join([str(item) for item in self])))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    269
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    270
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    271
                 | 
                                    
                                                     | 
                
                 | 
                class JSONEncoder(json.JSONEncoder):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    272
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    273
                 | 
                                    
                                                     | 
                
                 | 
                    def default(self, obj):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    274
                 | 
                                    
                                                     | 
                
                 | 
                        if isinstance(obj, LASFile):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    275
                 | 
                                    
                                                     | 
                
                 | 
                            d = {'metadata': {}, | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    276
                 | 
                                    
                                                     | 
                
                 | 
                                 'data': {}} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    277
                 | 
                                    
                                                     | 
                
                 | 
                            for name, section in obj.sections.items():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    278
                 | 
                                    
                                                     | 
                
                 | 
                                if isinstance(section, basestring):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    279
                 | 
                                    
                                                     | 
                
                 | 
                                    d['metadata'][name] = section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    280
                 | 
                                    
                                                     | 
                
                 | 
                                else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    281
                 | 
                                    
                                                     | 
                
                 | 
                                    d['metadata'][name] = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    282
                 | 
                                    
                                                     | 
                
                 | 
                                    for item in section:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    283
                 | 
                                    
                                                     | 
                
                 | 
                                        d['metadata'][name].append(dict(item))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    284
                 | 
                                    
                                                     | 
                
                 | 
                            for curve in obj.curves:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    285
                 | 
                                    
                                                     | 
                
                 | 
                                d['data'][curve.mnemonic] = list(curve.data)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    286
                 | 
                                    
                                                     | 
                
                 | 
                            return d  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    287
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    288
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    289
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    290
                 | 
                                    
                                                     | 
                
                 | 
                DEFAULT_ITEMS = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    291
                 | 
                                    
                                                     | 
                
                 | 
                    "Version": SectionItems([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    292
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("VERS", "", 2.0, "CWLS log ASCII Standard -VERSION 2.0"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    293
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("WRAP", "", "NO", "One line per depth step"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    294
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("DLM", "", "SPACE", "Column Data Section Delimiter"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    295
                 | 
                                    
                                                     | 
                
                 | 
                        ]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    296
                 | 
                                    
                                                     | 
                
                 | 
                    "Well": SectionItems([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    297
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("STRT", "m", numpy.nan, "START DEPTH"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    298
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("STOP", "m", numpy.nan, "STOP DEPTH"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    299
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("STEP", "m", numpy.nan, "STEP"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    300
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("NULL", "", -9999.25, "NULL VALUE"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    301
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("COMP", "", "", "COMPANY"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    302
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("WELL", "", "", "WELL"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    303
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("FLD", "", "", "FIELD"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    304
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("LOC", "", "", "LOCATION"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    305
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("PROV", "", "", "PROVINCE"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    306
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("CNTY", "", "", "COUNTY"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    307
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("STAT", "", "", "STATE"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    308
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("CTRY", "", "", "COUNTRY"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    309
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("SRVC", "", "", "SERVICE COMPANY"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    310
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("DATE", "", "", "DATE"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    311
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("UWI", "", "", "UNIQUE WELL ID"), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    312
                 | 
                                    
                                                     | 
                
                 | 
                        HeaderItem("API", "", "", "API NUMBER") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    313
                 | 
                                    
                                                     | 
                
                 | 
                        ]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    314
                 | 
                                    
                                                     | 
                
                 | 
                    "Curves": SectionItems([]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    315
                 | 
                                    
                                                     | 
                
                 | 
                    "Parameter": SectionItems([]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    316
                 | 
                                    
                                                     | 
                
                 | 
                    "Other": "",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    317
                 | 
                                    
                                                     | 
                
                 | 
                    "Data": numpy.zeros(shape=(0, 1)),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    318
                 | 
                                    
                                                     | 
                
                 | 
                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    319
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    320
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    321
                 | 
                                    
                                                     | 
                
                 | 
                ORDER_DEFINITIONS = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    322
                 | 
                                    
                                                     | 
                
                 | 
                    1.2: OrderedDict([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    323
                 | 
                                    
                                                     | 
                
                 | 
                        ("Version", ["value:descr"]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    324
                 | 
                                    
                                                     | 
                
                 | 
                        ("Well", [ | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    325
                 | 
                                    
                                                     | 
                
                 | 
                            "descr:value",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    326
                 | 
                                    
                                                     | 
                
                 | 
                            ("value:descr", ["STRT", "STOP", "STEP", "NULL"])]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    327
                 | 
                                    
                                                     | 
                
                 | 
                        ("Curves", ["value:descr"]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    328
                 | 
                                    
                                                     | 
                
                 | 
                        ("Parameter", ["value:descr"]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    329
                 | 
                                    
                                                     | 
                
                 | 
                        ]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    330
                 | 
                                    
                                                     | 
                
                 | 
                    2.0: OrderedDict([  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    331
                 | 
                                    
                                                     | 
                
                 | 
                        ("Version", ["value:descr"]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    332
                 | 
                                    
                                                     | 
                
                 | 
                        ("Well", ["value:descr"]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    333
                 | 
                                    
                                                     | 
                
                 | 
                        ("Curves", ["value:descr"]), | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    334
                 | 
                                    
                                                     | 
                
                 | 
                        ("Parameter", ["value:descr"]) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    335
                 | 
                                    
                                                     | 
                
                 | 
                        ])}  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    336
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    337
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    338
                 | 
                                    
                                                     | 
                
                 | 
                URL_REGEXP = re.compile(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    339
                 | 
                                    
                                                     | 
                
                 | 
                    r'^(?:http|ftp)s?://'  # http:// or https://  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    340
                 | 
                                    
                                                     | 
                
                 | 
                    r'(?:(?:[A-Z0-9](?:[A-Z0-9-]{0,61}[A-Z0-9])?\.)+(?:[A-Z]{2,6}' | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    341
                 | 
                                    
                                                     | 
                
                 | 
                    r'\.?|[A-Z0-9-]{2,}\.?)|'  # (cont.) domain... | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    342
                 | 
                                    
                                                     | 
                
                 | 
                    r'localhost|'  # localhost...  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    343
                 | 
                                    
                                                     | 
                
                 | 
                    r'\d{1,3}\.\d{1,3}\.\d{1,3}\.\d{1,3})'  # ...or ip | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    344
                 | 
                                    
                                                     | 
                
                 | 
                    r'(?::\d+)?'  # optional port  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    345
                 | 
                                    
                                                     | 
                
                 | 
                    r'(?:/?|[/?]\S+)$', re.IGNORECASE)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    346
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    347
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    348
                 | 
                                    
                                                     | 
                
                 | 
                class LASFile(object):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    349
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    350
                 | 
                                    
                                                     | 
                
                 | 
                    '''LAS file object.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    351
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    352
                 | 
                                    
                                                     | 
                
                 | 
                    Keyword Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    353
                 | 
                                    
                                                     | 
                
                 | 
                        file_ref: either a filename, an open file object, or a string of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    354
                 | 
                                    
                                                     | 
                
                 | 
                            a LAS file contents.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    355
                 | 
                                    
                                                     | 
                
                 | 
                        encoding (str): character encoding to open file_ref with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    356
                 | 
                                    
                                                     | 
                
                 | 
                        encoding_errors (str): "strict", "replace" (default), "ignore" - how to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    357
                 | 
                                    
                                                     | 
                
                 | 
                            handle errors with encodings (see standard library codecs module or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    358
                 | 
                                    
                                                     | 
                
                 | 
                            Python Unicode HOWTO for more information)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    359
                 | 
                                    
                                                     | 
                
                 | 
                        autodetect_encoding (bool): use chardet/ccharet to detect encoding  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    360
                 | 
                                    
                                                     | 
                
                 | 
                        autodetect_encoding_chars (int/None): number of chars to read from LAS  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    361
                 | 
                                    
                                                     | 
                
                 | 
                            file for auto-detection of encoding.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    362
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    363
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    364
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(self, file_ref=None, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    365
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    366
                 | 
                                    
                                                     | 
                
                 | 
                        self._text = ''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    367
                 | 
                                    
                                                     | 
                
                 | 
                        self._use_pandas = "auto"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    368
                 | 
                                    
                                                     | 
                
                 | 
                        self.index_unit = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    369
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    370
                 | 
                                    
                                                     | 
                
                 | 
                            "Version": DEFAULT_ITEMS["Version"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    371
                 | 
                                    
                                                     | 
                
                 | 
                            "Well": DEFAULT_ITEMS["Well"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    372
                 | 
                                    
                                                     | 
                
                 | 
                            "Curves": DEFAULT_ITEMS["Curves"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    373
                 | 
                                    
                                                     | 
                
                 | 
                            "Parameter": DEFAULT_ITEMS["Parameter"],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    374
                 | 
                                    
                                                     | 
                
                 | 
                            "Other": str(DEFAULT_ITEMS["Other"]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    375
                 | 
                                    
                                                     | 
                
                 | 
                            }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    376
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    377
                 | 
                                    
                                                     | 
                
                 | 
                        if not (file_ref is None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    378
                 | 
                                    
                                                     | 
                
                 | 
                            self.read(file_ref, **kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    379
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    380
                 | 
                                    
                                                     | 
                
                 | 
                    def read(self, file_ref, use_pandas="auto", null_subs=True, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    381
                 | 
                                    
                                                     | 
                
                 | 
                        '''Read a LAS file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    382
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    383
                 | 
                                    
                                                     | 
                
                 | 
                        Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    384
                 | 
                                    
                                                     | 
                
                 | 
                            file_ref: either a filename, an open file object, or a string of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    385
                 | 
                                    
                                                     | 
                
                 | 
                                a LAS file contents.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    386
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    387
                 | 
                                    
                                                     | 
                
                 | 
                        Keyword Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    388
                 | 
                                    
                                                     | 
                
                 | 
                            use_pandas (str): bool or "auto" -- use pandas if available -- provide  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    389
                 | 
                                    
                                                     | 
                
                 | 
                                False option for faster loading where pandas functionality is not  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    390
                 | 
                                    
                                                     | 
                
                 | 
                                needed. "auto" becomes True if pandas is installed, and False if not.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    391
                 | 
                                    
                                                     | 
                
                 | 
                            encoding (str): character encoding to open file_ref with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    392
                 | 
                                    
                                                     | 
                
                 | 
                            encoding_errors (str): "strict", "replace" (default), "ignore" - how to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    393
                 | 
                                    
                                                     | 
                
                 | 
                                handle errors with encodings (see standard library codecs module or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    394
                 | 
                                    
                                                     | 
                
                 | 
                                Python Unicode HOWTO for more information)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    395
                 | 
                                    
                                                     | 
                
                 | 
                            autodetect_encoding (bool): use chardet/cchardet to detect encoding  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    396
                 | 
                                    
                                                     | 
                
                 | 
                            autodetect_encoding_chars (int/None): number of chars to read from LAS  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    397
                 | 
                                    
                                                     | 
                
                 | 
                                file for auto-detection of encoding.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    398
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    399
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    400
                 | 
                                    
                                                     | 
                
                 | 
                        if not use_pandas is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    401
                 | 
                                    
                                                     | 
                
                 | 
                            self._use_pandas = use_pandas  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    402
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    403
                 | 
                                    
                                                     | 
                
                 | 
                        f = open_file(file_ref, **kwargs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    404
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    405
                 | 
                                    
                                                     | 
                
                 | 
                        self._text = f.read()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    406
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug("LASFile.read LAS content is type %s" % type(self._text)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    407
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    408
                 | 
                                    
                                                     | 
                
                 | 
                        reader = Reader(self._text, version=1.2)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    409
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Version"] = reader.read_section('~V') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    410
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    411
                 | 
                                    
                                                     | 
                
                 | 
                        # Set version  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    412
                 | 
                                    
                                                     | 
                
                 | 
                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    413
                 | 
                                    
                                                     | 
                
                 | 
                            # raise Exception("%s %s" % (type(self.version['VERS']), self.version["VERS"])) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    414
                 | 
                                    
                                                     | 
                
                 | 
                            reader.version = self.version['VERS'].value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    415
                 | 
                                    
                                                     | 
                
                 | 
                        except KeyError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    416
                 | 
                                    
                                                     | 
                
                 | 
                            raise KeyError("No key VERS in ~V section") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    417
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    418
                 | 
                                    
                                                     | 
                
                 | 
                        # Validate version  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    419
                 | 
                                    
                                                     | 
                
                 | 
                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    420
                 | 
                                    
                                                     | 
                
                 | 
                            assert reader.version in (1.2, 2)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    421
                 | 
                                    
                                                     | 
                
                 | 
                        except AssertionError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    422
                 | 
                                    
                                                     | 
                
                 | 
                            logger.warning("LAS spec version is %s -- neither 1.2 nor 2" % | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    423
                 | 
                                    
                                                     | 
                
                 | 
                                           reader.version)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    424
                 | 
                                    
                                                     | 
                
                 | 
                            if reader.version < 2:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    425
                 | 
                                    
                                                     | 
                
                 | 
                                reader.version = 1.2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    426
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    427
                 | 
                                    
                                                     | 
                
                 | 
                                reader.version = 2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    428
                 | 
                                    
                                                     | 
                
                 | 
                        reader.wrap = self.version['WRAP'].value == 'YES'  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    429
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    430
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Well"] = reader.read_section('~W') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    431
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Curves"] = reader.read_section('~C') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    432
                 | 
                                    
                                                     | 
                
                 | 
                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    433
                 | 
                                    
                                                     | 
                
                 | 
                            self.sections["Parameter"] = reader.read_section('~P') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    434
                 | 
                                    
                                                     | 
                
                 | 
                        except LASHeaderError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    435
                 | 
                                    
                                                     | 
                
                 | 
                            logger.warning(traceback.format_exc().splitlines()[-1])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    436
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Other"] = reader.read_raw_text('~O') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    437
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    438
                 | 
                                    
                                                     | 
                
                 | 
                        # Set null value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    439
                 | 
                                    
                                                     | 
                
                 | 
                        reader.null = self.well['NULL'].value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    440
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    441
                 | 
                                    
                                                     | 
                
                 | 
                        data = reader.read_data(len(self.curves), null_subs=null_subs)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    442
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    443
                 | 
                                    
                                                     | 
                
                 | 
                        for i, c in enumerate(self.curves):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    444
                 | 
                                    
                                                     | 
                
                 | 
                            d = data[:, i]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    445
                 | 
                                    
                                                     | 
                
                 | 
                            c.data = d  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    446
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    447
                 | 
                                    
                                                     | 
                
                 | 
                        if (self.well["STRT"].unit.upper() == "M" and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    448
                 | 
                                    
                                                     | 
                
                 | 
                                self.well["STOP"].unit.upper() == "M" and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    449
                 | 
                                    
                                                     | 
                
                 | 
                                self.well["STEP"].unit.upper() == "M" and  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    450
                 | 
                                    
                                                     | 
                
                 | 
                                self.curves[0].unit.upper() == "M"):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    451
                 | 
                                    
                                                     | 
                
                 | 
                            self.index_unit = "M"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    452
                 | 
                                    
                                                     | 
                
                 | 
                        elif (self.well["STRT"].unit.upper() in ("F", "FT") and | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    453
                 | 
                                    
                                                     | 
                
                 | 
                              self.well["STOP"].unit.upper() in ("F", "FT") and | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    454
                 | 
                                    
                                                     | 
                
                 | 
                              self.well["STEP"].unit.upper() in ("F", "FT") and | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    455
                 | 
                                    
                                                     | 
                
                 | 
                              self.curves[0].unit.upper() in ("F", "FT")): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    456
                 | 
                                    
                                                     | 
                
                 | 
                            self.index_unit = "FT"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    457
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    458
                 | 
                                    
                                                     | 
                
                 | 
                        self.refresh()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    459
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    460
                 | 
                                    
                                                     | 
                
                 | 
                    def refresh(self, use_pandas=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    461
                 | 
                                    
                                                     | 
                
                 | 
                        '''Refresh curve names and indices.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    462
                 | 
                                    
                                                     | 
                
                 | 
                        if not use_pandas is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    463
                 | 
                                    
                                                     | 
                
                 | 
                            self._use_pandas = use_pandas  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    464
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    465
                 | 
                                    
                                                     | 
                
                 | 
                        # n = len(self.curves)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    466
                 | 
                                    
                                                     | 
                
                 | 
                        # for i, curve in enumerate(self.curves):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    467
                 | 
                                    
                                                     | 
                
                 | 
                        #     self[curve.mnemonic] = curve.data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    468
                 | 
                                    
                                                     | 
                
                 | 
                        #     self[i] = curve.data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    469
                 | 
                                    
                                                     | 
                
                 | 
                        #     self[i - n] = curve.data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    470
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    471
                 | 
                                    
                                                     | 
                
                 | 
                        if not self._use_pandas is False:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    472
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    473
                 | 
                                    
                                                     | 
                
                 | 
                                import pandas  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    474
                 | 
                                    
                                                     | 
                
                 | 
                            except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    475
                 | 
                                    
                                                     | 
                
                 | 
                                logger.info(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    476
                 | 
                                    
                                                     | 
                
                 | 
                                    "pandas not installed - skipping LASFile.df creation")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    477
                 | 
                                    
                                                     | 
                
                 | 
                                self._use_pandas = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    478
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    479
                 | 
                                    
                                                     | 
                
                 | 
                        if self._use_pandas:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    480
                 | 
                                    
                                                     | 
                
                 | 
                            self.df = pandas.DataFrame(self.data, columns=self.keys())  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    481
                 | 
                                    
                                                     | 
                
                 | 
                            self.df.set_index(self.curves[0].mnemonic, inplace=True)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    482
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    483
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    484
                 | 
                                    
                                                     | 
                
                 | 
                    def data(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    485
                 | 
                                    
                                                     | 
                
                 | 
                        '''2D array of data from LAS file.'''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    486
                 | 
                                    
                                                     | 
                
                 | 
                        return numpy.vstack([c.data for c in self.curves]).T  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    487
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    488
                 | 
                                    
                                                     | 
                
                 | 
                    def write(self, file_object, version=None, wrap=None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    489
                 | 
                                    
                                                     | 
                
                 | 
                              STRT=None, STOP=None, STEP=None, fmt="%10.5g"):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    490
                 | 
                                    
                                                     | 
                
                 | 
                        '''Write to a file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    491
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    492
                 | 
                                    
                                                     | 
                
                 | 
                        Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    493
                 | 
                                    
                                                     | 
                
                 | 
                            file_object: a file_like object opening for writing.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    494
                 | 
                                    
                                                     | 
                
                 | 
                            version (float): either 1.2 or 2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    495
                 | 
                                    
                                                     | 
                
                 | 
                            wrap (bool): True, False, or None (last uses WRAP item in version)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    496
                 | 
                                    
                                                     | 
                
                 | 
                            STRT (float): optional override to automatic calculation using   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    497
                 | 
                                    
                                                     | 
                
                 | 
                                the first index curve value.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    498
                 | 
                                    
                                                     | 
                
                 | 
                            STOP (float): optional override to automatic calculation using   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    499
                 | 
                                    
                                                     | 
                
                 | 
                                the last index curve value.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    500
                 | 
                                    
                                                     | 
                
                 | 
                            STEP (float): optional override to automatic calculation using   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    501
                 | 
                                    
                                                     | 
                
                 | 
                                the first step size in the index curve.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    502
                 | 
                                    
                                                     | 
                
                 | 
                            fmt (str): format string for numerical data being written to data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    503
                 | 
                                    
                                                     | 
                
                 | 
                                section.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    504
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    505
                 | 
                                    
                                                     | 
                
                 | 
                        Examples:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    506
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    507
                 | 
                                    
                                                     | 
                
                 | 
                            >>> with open("test_output.las", mode="w") as f: | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    508
                 | 
                                    
                                                     | 
                
                 | 
                            ...     lasfile_obj.write(f, 2.0)   # <-- this method  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    509
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    510
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    511
                 | 
                                    
                                                     | 
                
                 | 
                        if wrap is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    512
                 | 
                                    
                                                     | 
                
                 | 
                            wrap = self.version["WRAP"] == "YES"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    513
                 | 
                                    
                                                     | 
                
                 | 
                        elif wrap is True:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    514
                 | 
                                    
                                                     | 
                
                 | 
                            self.version["WRAP"] = HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    515
                 | 
                                    
                                                     | 
                
                 | 
                                "WRAP", "", "YES", "Multiple lines per depth step")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    516
                 | 
                                    
                                                     | 
                
                 | 
                        elif wrap is False:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    517
                 | 
                                    
                                                     | 
                
                 | 
                            self.version["WRAP"] = HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    518
                 | 
                                    
                                                     | 
                
                 | 
                                "WRAP", "", "NO", "One line per depth step")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    519
                 | 
                                    
                                                     | 
                
                 | 
                        lines = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    520
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    521
                 | 
                                    
                                                     | 
                
                 | 
                        assert version in (1.2, 2, None)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    522
                 | 
                                    
                                                     | 
                
                 | 
                        if version is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    523
                 | 
                                    
                                                     | 
                
                 | 
                            version = self.version["VERS"].value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    524
                 | 
                                    
                                                     | 
                
                 | 
                        if version == 1.2:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    525
                 | 
                                    
                                                     | 
                
                 | 
                            self.version["VERS"] = HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    526
                 | 
                                    
                                                     | 
                
                 | 
                                "VERS", "", 1.2, "CWLS LOG ASCII STANDARD - VERSION 1.2")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    527
                 | 
                                    
                                                     | 
                
                 | 
                        elif version == 2:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    528
                 | 
                                    
                                                     | 
                
                 | 
                            self.version["VERS"] = HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    529
                 | 
                                    
                                                     | 
                
                 | 
                                "VERS", "", 2.0, "CWLS log ASCII Standard -VERSION 2.0")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    530
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    531
                 | 
                                    
                                                     | 
                
                 | 
                        if STRT is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    532
                 | 
                                    
                                                     | 
                
                 | 
                            STRT = self.index[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    533
                 | 
                                    
                                                     | 
                
                 | 
                        if STOP is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    534
                 | 
                                    
                                                     | 
                
                 | 
                            STOP = self.index[-1]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    535
                 | 
                                    
                                                     | 
                
                 | 
                        if STEP is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    536
                 | 
                                    
                                                     | 
                
                 | 
                            STEP = self.index[1] - self.index[0]  # Faster than numpy.gradient  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    537
                 | 
                                    
                                                     | 
                
                 | 
                        self.well["STRT"].value = STRT  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    538
                 | 
                                    
                                                     | 
                
                 | 
                        self.well["STOP"].value = STOP  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    539
                 | 
                                    
                                                     | 
                
                 | 
                        self.well["STEP"].value = STEP  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    540
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    541
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    542
                 | 
                                    
                                                     | 
                
                 | 
                        # Check for any changes in the pandas dataframe and if there are,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    543
                 | 
                                    
                                                     | 
                
                 | 
                        # create new curves so they are reflected in the output LAS file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    544
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    545
                 | 
                                    
                                                     | 
                
                 | 
                        if self._use_pandas:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    546
                 | 
                                    
                                                     | 
                
                 | 
                            curve_names = lambda: [ci.mnemonic for ci in self.curves]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    547
                 | 
                                    
                                                     | 
                
                 | 
                            for df_curve_name in list(self.df.columns.values):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    548
                 | 
                                    
                                                     | 
                
                 | 
                                if not df_curve_name in curve_names():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    549
                 | 
                                    
                                                     | 
                
                 | 
                                    self.add_curve(df_curve_name, self.df[df_curve_name])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    550
                 | 
                                    
                                                     | 
                
                 | 
                          | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    551
                 | 
                                    
                                                     | 
                
                 | 
                        # Write each section.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    552
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    553
                 | 
                                    
                                                     | 
                
                 | 
                        # ~Version  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    554
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug('LASFile.write Version section') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    555
                 | 
                                    
                                                     | 
                
                 | 
                        lines.append("~Version ".ljust(60, "-")) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    556
                 | 
                                    
                                                     | 
                
                 | 
                        order_func = get_section_order_function("Version", version) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    557
                 | 
                                    
                                                     | 
                
                 | 
                        section_widths = get_section_widths("Version", self.version, version, order_func) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    558
                 | 
                                    
                                                     | 
                
                 | 
                        for header_item in self.version.values():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    559
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic = header_item.original_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    560
                 | 
                                    
                                                     | 
                
                 | 
                            # logger.debug("LASFile.write " + str(header_item)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    561
                 | 
                                    
                                                     | 
                
                 | 
                            order = order_func(mnemonic)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    562
                 | 
                                    
                                                     | 
                
                 | 
                            # logger.debug("LASFile.write order = %s" % (order, )) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    563
                 | 
                                    
                                                     | 
                
                 | 
                            logger.debug('LASFile.write %s\norder=%s section_widths=%s' % (header_item, order, section_widths)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    564
                 | 
                                    
                                                     | 
                
                 | 
                            formatter_func = get_formatter_function(order, **section_widths)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    565
                 | 
                                    
                                                     | 
                
                 | 
                            line = formatter_func(header_item)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    566
                 | 
                                    
                                                     | 
                
                 | 
                            lines.append(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    567
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    568
                 | 
                                    
                                                     | 
                
                 | 
                        # ~Well  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    569
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug('LASFile.write Well section') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    570
                 | 
                                    
                                                     | 
                
                 | 
                        lines.append("~Well ".ljust(60, "-")) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    571
                 | 
                                    
                                                     | 
                
                 | 
                        order_func = get_section_order_function("Well", version) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    572
                 | 
                                    
                                                     | 
                
                 | 
                        section_widths = get_section_widths("Well", self.well, version, order_func) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    573
                 | 
                                    
                                                     | 
                
                 | 
                        # logger.debug('LASFile.write well section_widths=%s' % section_widths) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    574
                 | 
                                    
                                                     | 
                
                 | 
                        for header_item in self.well.values():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    575
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic = header_item.original_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    576
                 | 
                                    
                                                     | 
                
                 | 
                            order = order_func(mnemonic)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    577
                 | 
                                    
                                                     | 
                
                 | 
                            logger.debug('LASFile.write %s\norder=%s section_widths=%s' % (header_item, order, section_widths)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    578
                 | 
                                    
                                                     | 
                
                 | 
                            formatter_func = get_formatter_function(order, **section_widths)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    579
                 | 
                                    
                                                     | 
                
                 | 
                            line = formatter_func(header_item)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    580
                 | 
                                    
                                                     | 
                
                 | 
                            lines.append(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    581
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    582
                 | 
                                    
                                                     | 
                
                 | 
                        # ~Curves  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    583
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug('LASFile.write Curves section') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    584
                 | 
                                    
                                                     | 
                
                 | 
                        lines.append("~Curves ".ljust(60, "-")) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    585
                 | 
                                    
                                                     | 
                
                 | 
                        order_func = get_section_order_function("Curves", version) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    586
                 | 
                                    
                                                     | 
                
                 | 
                        section_widths = get_section_widths("Curves", self.curves, version, order_func) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    587
                 | 
                                    
                                                     | 
                
                 | 
                        for header_item in self.curves:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    588
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic = header_item.original_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    589
                 | 
                                    
                                                     | 
                
                 | 
                            order = order_func(mnemonic)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    590
                 | 
                                    
                                                     | 
                
                 | 
                            formatter_func = get_formatter_function(order, **section_widths)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    591
                 | 
                                    
                                                     | 
                
                 | 
                            line = formatter_func(header_item)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    592
                 | 
                                    
                                                     | 
                
                 | 
                            lines.append(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    593
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    594
                 | 
                                    
                                                     | 
                
                 | 
                        # ~Params  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    595
                 | 
                                    
                                                     | 
                
                 | 
                        lines.append("~Params ".ljust(60, "-")) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    596
                 | 
                                    
                                                     | 
                
                 | 
                        order_func = get_section_order_function("Parameter", version) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    597
                 | 
                                    
                                                     | 
                
                 | 
                        section_widths = get_section_widths("Parameter", self.params, version, order_func) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    598
                 | 
                                    
                                                     | 
                
                 | 
                        for header_item in self.params.values():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    599
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic = header_item.original_mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    600
                 | 
                                    
                                                     | 
                
                 | 
                            order = order_func(mnemonic)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    601
                 | 
                                    
                                                     | 
                
                 | 
                            formatter_func = get_formatter_function(order, **section_widths)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    602
                 | 
                                    
                                                     | 
                
                 | 
                            line = formatter_func(header_item)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    603
                 | 
                                    
                                                     | 
                
                 | 
                            lines.append(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    604
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    605
                 | 
                                    
                                                     | 
                
                 | 
                        # ~Other  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    606
                 | 
                                    
                                                     | 
                
                 | 
                        lines.append("~Other ".ljust(60, "-")) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    607
                 | 
                                    
                                                     | 
                
                 | 
                        lines += self.other.splitlines()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    608
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    609
                 | 
                                    
                                                     | 
                
                 | 
                        lines.append("~ASCII ".ljust(60, "-")) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    610
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    611
                 | 
                                    
                                                     | 
                
                 | 
                        file_object.write("\n".join(lines)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    612
                 | 
                                    
                                                     | 
                
                 | 
                        file_object.write("\n") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    613
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    614
                 | 
                                    
                                                     | 
                
                 | 
                        data_arr = numpy.column_stack([c.data for c in self.curves])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    615
                 | 
                                    
                                                     | 
                
                 | 
                        nrows, ncols = data_arr.shape  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    616
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    617
                 | 
                                    
                                                     | 
                
                 | 
                        def format_data_section_line(n, fmt, l=10, spacer=" "):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    618
                 | 
                                    
                                                     | 
                
                 | 
                            if numpy.isnan(n):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    619
                 | 
                                    
                                                     | 
                
                 | 
                                return spacer + str(self.well["NULL"].value).rjust(l)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    620
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    621
                 | 
                                    
                                                     | 
                
                 | 
                                return spacer + (fmt % n).rjust(l)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    622
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    623
                 | 
                                    
                                                     | 
                
                 | 
                        twrapper = textwrap.TextWrapper(width=79)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    624
                 | 
                                    
                                                     | 
                
                 | 
                        for i in range(nrows):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    625
                 | 
                                    
                                                     | 
                
                 | 
                            depth_slice = ''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    626
                 | 
                                    
                                                     | 
                
                 | 
                            for j in range(ncols):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    627
                 | 
                                    
                                                     | 
                
                 | 
                                depth_slice += format_data_section_line(data_arr[i, j], fmt)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    628
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    629
                 | 
                                    
                                                     | 
                
                 | 
                            if wrap:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    630
                 | 
                                    
                                                     | 
                
                 | 
                                lines = twrapper.wrap(depth_slice)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    631
                 | 
                                    
                                                     | 
                
                 | 
                                logger.debug("LASFile.write Wrapped %d lines out of %s" % | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    632
                 | 
                                    
                                                     | 
                
                 | 
                                             (len(lines), depth_slice))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    633
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    634
                 | 
                                    
                                                     | 
                
                 | 
                                lines = [depth_slice]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    635
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    636
                 | 
                                    
                                                     | 
                
                 | 
                            if self.version["VERS"].value == 1.2:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    637
                 | 
                                    
                                                     | 
                
                 | 
                                for line in lines:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    638
                 | 
                                    
                                                     | 
                
                 | 
                                    if len(line) > 255:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    639
                 | 
                                    
                                                     | 
                
                 | 
                                        logger.warning("LASFile.write Data line > 256 chars: %s" % line) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    640
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    641
                 | 
                                    
                                                     | 
                
                 | 
                            for line in lines:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    642
                 | 
                                    
                                                     | 
                
                 | 
                                file_object.write(line + "\n")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    643
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    644
                 | 
                                    
                                                     | 
                
                 | 
                    def get_curve(self, mnemonic):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    645
                 | 
                                    
                                                     | 
                
                 | 
                        '''Return Curve object.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    646
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    647
                 | 
                                    
                                                     | 
                
                 | 
                        Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    648
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic (str): the name of the curve  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    649
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    650
                 | 
                                    
                                                     | 
                
                 | 
                        Returns:   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    651
                 | 
                                    
                                                     | 
                
                 | 
                            A Curve object, not just the data array.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    652
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    653
                 | 
                                    
                                                     | 
                
                 | 
                        '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    654
                 | 
                                    
                                                     | 
                
                 | 
                        for curve in self.curves:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    655
                 | 
                                    
                                                     | 
                
                 | 
                            if curve.mnemonic == mnemonic:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    656
                 | 
                                    
                                                     | 
                
                 | 
                                return curve  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    657
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    658
                 | 
                                    
                                                     | 
                
                 | 
                    # def __getattr__(self, key):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    659
                 | 
                                    
                                                     | 
                
                 | 
                    #     # if hasattr(self, 'sections'):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    660
                 | 
                                    
                                                     | 
                
                 | 
                    #     #     if key in self.sections['Curves']:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    661
                 | 
                                    
                                                     | 
                
                 | 
                    #     #         return self[key]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    662
                 | 
                                    
                                                     | 
                
                 | 
                    #     # else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    663
                 | 
                                    
                                                     | 
                
                 | 
                    #     #     raise AttributeError  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    664
                 | 
                                    
                                                     | 
                
                 | 
                    #     pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    665
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    666
                 | 
                                    
                                                     | 
                
                 | 
                    def __getitem__(self, key):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    667
                 | 
                                    
                                                     | 
                
                 | 
                        if isinstance(key, int):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    668
                 | 
                                    
                                                     | 
                
                 | 
                            return self.curves[key].data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    669
                 | 
                                    
                                                     | 
                
                 | 
                        elif isinstance(key, str):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    670
                 | 
                                    
                                                     | 
                
                 | 
                            if key in self.keys():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    671
                 | 
                                    
                                                     | 
                
                 | 
                                return self.curves[key].data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    672
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    673
                 | 
                                    
                                                     | 
                
                 | 
                            super(LASFile, self).__getitem__(key)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    674
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    675
                 | 
                                    
                                                     | 
                
                 | 
                    # def __setattr__(self, key, value):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    676
                 | 
                                    
                                                     | 
                
                 | 
                    #     assert NotImplementedError('not yet') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    677
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    678
                 | 
                                    
                                                     | 
                
                 | 
                    def __setitem__(self, key, value):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    679
                 | 
                                    
                                                     | 
                
                 | 
                        assert NotImplementedError('not yet') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    680
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    681
                 | 
                                    
                                                     | 
                
                 | 
                    def keys(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    682
                 | 
                                    
                                                     | 
                
                 | 
                        return [c.mnemonic for c in self.curves]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    683
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    684
                 | 
                                    
                                                     | 
                
                 | 
                    def values(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    685
                 | 
                                    
                                                     | 
                
                 | 
                        return [c.data for c in self.curves]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    686
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    687
                 | 
                                    
                                                     | 
                
                 | 
                    def items(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    688
                 | 
                                    
                                                     | 
                
                 | 
                        return [(c.mnemonic, c.data) for c in self.curves]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    689
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    690
                 | 
                                    
                                                     | 
                
                 | 
                    def iterkeys(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    691
                 | 
                                    
                                                     | 
                
                 | 
                        return iter(list(self.keys()))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    692
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    693
                 | 
                                    
                                                     | 
                
                 | 
                    def itervalues(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    694
                 | 
                                    
                                                     | 
                
                 | 
                        return iter(list(self.values()))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    695
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    696
                 | 
                                    
                                                     | 
                
                 | 
                    def iteritems(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    697
                 | 
                                    
                                                     | 
                
                 | 
                        return iter(list(self.items()))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    698
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    699
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    700
                 | 
                                    
                                                     | 
                
                 | 
                    def version(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    701
                 | 
                                    
                                                     | 
                
                 | 
                        return self.sections["Version"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    702
                 | 
                                    
                                                     | 
                
                 | 
                      | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    703
                 | 
                                    
                                                     | 
                
                 | 
                    @version.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    704
                 | 
                                    
                                                     | 
                
                 | 
                    def version(self, section):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    705
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Version"] = section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    706
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    707
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    708
                 | 
                                    
                                                     | 
                
                 | 
                    def well(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    709
                 | 
                                    
                                                     | 
                
                 | 
                        return self.sections["Well"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    710
                 | 
                                    
                                                     | 
                
                 | 
                      | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    711
                 | 
                                    
                                                     | 
                
                 | 
                    @well.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    712
                 | 
                                    
                                                     | 
                
                 | 
                    def well(self, section):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    713
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Well"] = section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    714
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    715
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    716
                 | 
                                    
                                                     | 
                
                 | 
                    def curves(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    717
                 | 
                                    
                                                     | 
                
                 | 
                        return self.sections["Curves"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    718
                 | 
                                    
                                                     | 
                
                 | 
                      | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    719
                 | 
                                    
                                                     | 
                
                 | 
                    @curves.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    720
                 | 
                                    
                                                     | 
                
                 | 
                    def curves(self, section):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    721
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Curves"] = section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    722
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    723
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    724
                 | 
                                    
                                                     | 
                
                 | 
                    def params(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    725
                 | 
                                    
                                                     | 
                
                 | 
                        return self.sections["Parameter"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    726
                 | 
                                    
                                                     | 
                
                 | 
                      | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    727
                 | 
                                    
                                                     | 
                
                 | 
                    @params.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    728
                 | 
                                    
                                                     | 
                
                 | 
                    def params(self, section):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    729
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Parameter"] = section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    730
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    731
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    732
                 | 
                                    
                                                     | 
                
                 | 
                    def other(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    733
                 | 
                                    
                                                     | 
                
                 | 
                        return self.sections["Other"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    734
                 | 
                                    
                                                     | 
                
                 | 
                      | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    735
                 | 
                                    
                                                     | 
                
                 | 
                    @other.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    736
                 | 
                                    
                                                     | 
                
                 | 
                    def other(self, section):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    737
                 | 
                                    
                                                     | 
                
                 | 
                        self.sections["Other"] = section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    738
                 | 
                                    
                                                     | 
                
                 | 
                      | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    739
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    740
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    741
                 | 
                                    
                                                     | 
                
                 | 
                    def metadata(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    742
                 | 
                                    
                                                     | 
                
                 | 
                        s = SectionItems()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    743
                 | 
                                    
                                                     | 
                
                 | 
                        for section in self.sections:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    744
                 | 
                                    
                                                     | 
                
                 | 
                            for item in section:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    745
                 | 
                                    
                                                     | 
                
                 | 
                                s.append(item)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    746
                 | 
                                    
                                                     | 
                
                 | 
                        return s  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    747
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    748
                 | 
                                    
                                                     | 
                
                 | 
                    @metadata.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    749
                 | 
                                    
                                                     | 
                
                 | 
                    def metadata(self, value):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    750
                 | 
                                    
                                                     | 
                
                 | 
                        raise Warning('Set values in the version/well/params attrs directly') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    751
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    752
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    753
                 | 
                                    
                                                     | 
                
                 | 
                    def df(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    754
                 | 
                                    
                                                     | 
                
                 | 
                        if self._use_pandas:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    755
                 | 
                                    
                                                     | 
                
                 | 
                            return self._df  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    756
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    757
                 | 
                                    
                                                     | 
                
                 | 
                            logger.warning(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    758
                 | 
                                    
                                                     | 
                
                 | 
                                "pandas is not installed or use_pandas was set to False")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    759
                 | 
                                    
                                                     | 
                
                 | 
                            # raise Warning("pandas is not installed or use_pandas was set to False") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    760
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    761
                 | 
                                    
                                                     | 
                
                 | 
                    @df.setter  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    762
                 | 
                                    
                                                     | 
                
                 | 
                    def df(self, value):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    763
                 | 
                                    
                                                     | 
                
                 | 
                        self._df = value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    764
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    765
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    766
                 | 
                                    
                                                     | 
                
                 | 
                    def index(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    767
                 | 
                                    
                                                     | 
                
                 | 
                        return self.data[:, 0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    768
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    769
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    770
                 | 
                                    
                                                     | 
                
                 | 
                    def depth_m(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    771
                 | 
                                    
                                                     | 
                
                 | 
                        if self.index_unit == "M":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    772
                 | 
                                    
                                                     | 
                
                 | 
                            return self.index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    773
                 | 
                                    
                                                     | 
                
                 | 
                        elif self.index_unit == "FT":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    774
                 | 
                                    
                                                     | 
                
                 | 
                            return self.index * 0.3048  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    775
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    776
                 | 
                                    
                                                     | 
                
                 | 
                            raise LASUnknownUnitError("Unit of depth index not known") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    777
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    778
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    779
                 | 
                                    
                                                     | 
                
                 | 
                    def depth_ft(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    780
                 | 
                                    
                                                     | 
                
                 | 
                        if self.index_unit == "M":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    781
                 | 
                                    
                                                     | 
                
                 | 
                            return self.index / 0.3048  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    782
                 | 
                                    
                                                     | 
                
                 | 
                        elif self.index_unit == "FT":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    783
                 | 
                                    
                                                     | 
                
                 | 
                            return self.index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    784
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    785
                 | 
                                    
                                                     | 
                
                 | 
                            raise LASUnknownUnitError("Unit of depth index not known") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    786
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    787
                 | 
                                    
                                                     | 
                
                 | 
                    def add_curve(self, mnemonic, data, unit="", descr="", value=""):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    788
                 | 
                                    
                                                     | 
                
                 | 
                        # assert not mnemonic in self.curves  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    789
                 | 
                                    
                                                     | 
                
                 | 
                        curve = CurveItem(mnemonic, unit, value, descr)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    790
                 | 
                                    
                                                     | 
                
                 | 
                        curve.data = data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    791
                 | 
                                    
                                                     | 
                
                 | 
                        self.curves[mnemonic] = curve  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    792
                 | 
                                    
                                                     | 
                
                 | 
                        self.refresh()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    793
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    794
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    795
                 | 
                                    
                                                     | 
                
                 | 
                    def header(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    796
                 | 
                                    
                                                     | 
                
                 | 
                        return self.sections  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    797
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    798
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    799
                 | 
                                    
                                                     | 
                
                 | 
                class Las(LASFile):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    800
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    801
                 | 
                                    
                                                     | 
                
                 | 
                    '''LAS file object.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    802
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    803
                 | 
                                    
                                                     | 
                
                 | 
                    Retained for backwards compatibility.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    804
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    805
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    806
                 | 
                                    
                                                     | 
                
                 | 
                    pass  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    807
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    808
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    809
                 | 
                                    
                                                     | 
                
                 | 
                class Reader(object):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    810
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    811
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(self, text, version):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    812
                 | 
                                    
                                                     | 
                
                 | 
                        self.lines = text.splitlines()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    813
                 | 
                                    
                                                     | 
                
                 | 
                        self.version = version  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    814
                 | 
                                    
                                                     | 
                
                 | 
                        self.null = numpy.nan  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    815
                 | 
                                    
                                                     | 
                
                 | 
                        self.wrap = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    816
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    817
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    818
                 | 
                                    
                                                     | 
                
                 | 
                    def section_names(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    819
                 | 
                                    
                                                     | 
                
                 | 
                        names = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    820
                 | 
                                    
                                                     | 
                
                 | 
                        for line in self.lines:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    821
                 | 
                                    
                                                     | 
                
                 | 
                            line = line.strip().strip('\t').strip() | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    822
                 | 
                                    
                                                     | 
                
                 | 
                            if not line or line.startswith('#'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    823
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    824
                 | 
                                    
                                                     | 
                
                 | 
                            if line.startswith('~'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    825
                 | 
                                    
                                                     | 
                
                 | 
                                names.append(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    826
                 | 
                                    
                                                     | 
                
                 | 
                        return names  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    827
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    828
                 | 
                                    
                                                     | 
                
                 | 
                    def iter_section_lines(self, section_name, ignore_comments=True):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    829
                 | 
                                    
                                                     | 
                
                 | 
                        in_section = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    830
                 | 
                                    
                                                     | 
                
                 | 
                        for i, line in enumerate(self.lines):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    831
                 | 
                                    
                                                     | 
                
                 | 
                            line = line.strip().strip('\t').strip() | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    832
                 | 
                                    
                                                     | 
                
                 | 
                            if not line:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    833
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    834
                 | 
                                    
                                                     | 
                
                 | 
                            if ignore_comments and line.startswith('#'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    835
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    836
                 | 
                                    
                                                     | 
                
                 | 
                            if line.startswith(section_name):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    837
                 | 
                                    
                                                     | 
                
                 | 
                                if in_section:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    838
                 | 
                                    
                                                     | 
                
                 | 
                                    return  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    839
                 | 
                                    
                                                     | 
                
                 | 
                                else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    840
                 | 
                                    
                                                     | 
                
                 | 
                                    in_section = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    841
                 | 
                                    
                                                     | 
                
                 | 
                                    continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    842
                 | 
                                    
                                                     | 
                
                 | 
                            if line.lower().startswith('~') and in_section: | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    843
                 | 
                                    
                                                     | 
                
                 | 
                                # Start of the next section; we're done here.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    844
                 | 
                                    
                                                     | 
                
                 | 
                                break  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    845
                 | 
                                    
                                                     | 
                
                 | 
                            if in_section:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    846
                 | 
                                    
                                                     | 
                
                 | 
                                yield line  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    847
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    848
                 | 
                                    
                                                     | 
                
                 | 
                    def read_raw_text(self, section_name):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    849
                 | 
                                    
                                                     | 
                
                 | 
                        return '\n'.join(self.iter_section_lines(section_name,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    850
                 | 
                                    
                                                     | 
                
                 | 
                                                                 ignore_comments=False))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    851
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    852
                 | 
                                    
                                                     | 
                
                 | 
                    def read_section(self, section_name):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    853
                 | 
                                    
                                                     | 
                
                 | 
                        parser = SectionParser(section_name, version=self.version)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    854
                 | 
                                    
                                                     | 
                
                 | 
                        section = SectionItems()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    855
                 | 
                                    
                                                     | 
                
                 | 
                        for line in self.iter_section_lines(section_name):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    856
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    857
                 | 
                                    
                                                     | 
                
                 | 
                                values = read_line(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    858
                 | 
                                    
                                                     | 
                
                 | 
                            except:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    859
                 | 
                                    
                                                     | 
                
                 | 
                                raise LASHeaderError("Failed in %s section on line:\n%s%s" % ( | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    860
                 | 
                                    
                                                     | 
                
                 | 
                                    section_name, line,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    861
                 | 
                                    
                                                     | 
                
                 | 
                                    traceback.format_exc().splitlines()[-1]))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    862
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    863
                 | 
                                    
                                                     | 
                
                 | 
                                section.append(parser(**values))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    864
                 | 
                                    
                                                     | 
                
                 | 
                        return section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    865
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    866
                 | 
                                    
                                                     | 
                
                 | 
                    def read_data(self, number_of_curves=None, null_subs=True):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    867
                 | 
                                    
                                                     | 
                
                 | 
                        s = self.read_data_string()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    868
                 | 
                                    
                                                     | 
                
                 | 
                        if not self.wrap:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    869
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    870
                 | 
                                    
                                                     | 
                
                 | 
                                arr = numpy.loadtxt(StringIO(s))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    871
                 | 
                                    
                                                     | 
                
                 | 
                            except:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    872
                 | 
                                    
                                                     | 
                
                 | 
                                raise LASDataError("Failed to read data:\n%s" % ( | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    873
                 | 
                                    
                                                     | 
                
                 | 
                                                   traceback.format_exc().splitlines()[-1]))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    874
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    875
                 | 
                                    
                                                     | 
                
                 | 
                            eol_chars = r"[\n\t\r]"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    876
                 | 
                                    
                                                     | 
                
                 | 
                            s = re.sub(eol_chars, " ", s)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    877
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    878
                 | 
                                    
                                                     | 
                
                 | 
                                arr = numpy.loadtxt(StringIO(s))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    879
                 | 
                                    
                                                     | 
                
                 | 
                            except:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    880
                 | 
                                    
                                                     | 
                
                 | 
                                raise LASDataError("Failed to read wrapped data: %s" % ( | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    881
                 | 
                                    
                                                     | 
                
                 | 
                                                   traceback.format_exc().splitlines()[-1]))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    882
                 | 
                                    
                                                     | 
                
                 | 
                            logger.debug('Reader.read_data arr shape = %s' % (arr.shape)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    883
                 | 
                                    
                                                     | 
                
                 | 
                            logger.debug('Reader.read_data number of curves = %s' % number_of_curves) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    884
                 | 
                                    
                                                     | 
                
                 | 
                            arr = numpy.reshape(arr, (-1, number_of_curves))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    885
                 | 
                                    
                                                     | 
                
                 | 
                        if not arr.shape or (arr.ndim == 1 and arr.shape[0] == 0):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    886
                 | 
                                    
                                                     | 
                
                 | 
                            logger.warning('Reader.read_dataN o data present.') | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    887
                 | 
                                    
                                                     | 
                
                 | 
                            return None, None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    888
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    889
                 | 
                                    
                                                     | 
                
                 | 
                            logger.info('Reader.read_data LAS file shape = %s' % str(arr.shape)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    890
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug('Reader.read_data checking for nulls (NULL = %s)' % self.null) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    891
                 | 
                                    
                                                     | 
                
                 | 
                        if null_subs:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    892
                 | 
                                    
                                                     | 
                
                 | 
                            arr[arr == self.null] = numpy.nan  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    893
                 | 
                                    
                                                     | 
                
                 | 
                        return arr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    894
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    895
                 | 
                                    
                                                     | 
                
                 | 
                    def read_data_string(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    896
                 | 
                                    
                                                     | 
                
                 | 
                        start_data = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    897
                 | 
                                    
                                                     | 
                
                 | 
                        for i, line in enumerate(self.lines):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    898
                 | 
                                    
                                                     | 
                
                 | 
                            line = line.strip().strip('\t').strip() | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    899
                 | 
                                    
                                                     | 
                
                 | 
                            if line.startswith('~A'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    900
                 | 
                                    
                                                     | 
                
                 | 
                                start_data = i + 1  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    901
                 | 
                                    
                                                     | 
                
                 | 
                                break  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    902
                 | 
                                    
                                                     | 
                
                 | 
                        s = '\n'.join(self.lines[start_data:])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    903
                 | 
                                    
                                                     | 
                
                 | 
                        s = re.sub(r'(\d)-(\d)', r'\1 -\2', s)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    904
                 | 
                                    
                                                     | 
                
                 | 
                        s = re.sub('-?\d*\.\d*\.\d*', ' NaN NaN ', s) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    905
                 | 
                                    
                                                     | 
                
                 | 
                        s = re.sub('NaN.\d*', ' NaN NaN ', s) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    906
                 | 
                                    
                                                     | 
                
                 | 
                        return s  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    907
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    908
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    909
                 | 
                                    
                                                     | 
                
                 | 
                class SectionParser(object):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    910
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    911
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(self, section_name, version=1.2):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    912
                 | 
                                    
                                                     | 
                
                 | 
                        if section_name.startswith('~C'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    913
                 | 
                                    
                                                     | 
                
                 | 
                            self.func = self.curves  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    914
                 | 
                                    
                                                     | 
                
                 | 
                        elif section_name.startswith('~P'): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    915
                 | 
                                    
                                                     | 
                
                 | 
                            self.func = self.params  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    916
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    917
                 | 
                                    
                                                     | 
                
                 | 
                            self.func = self.metadata  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    918
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    919
                 | 
                                    
                                                     | 
                
                 | 
                        self.version = version  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    920
                 | 
                                    
                                                     | 
                
                 | 
                        self.section_name = section_name  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    921
                 | 
                                    
                                                     | 
                
                 | 
                        self.section_name2 = {"~C": "Curves", | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    922
                 | 
                                    
                                                     | 
                
                 | 
                                              "~W": "Well",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    923
                 | 
                                    
                                                     | 
                
                 | 
                                              "~V": "Version",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    924
                 | 
                                    
                                                     | 
                
                 | 
                                              "~P": "Parameter"}[section_name]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    925
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    926
                 | 
                                    
                                                     | 
                
                 | 
                        section_orders = ORDER_DEFINITIONS[self.version][self.section_name2]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    927
                 | 
                                    
                                                     | 
                
                 | 
                        self.default_order = section_orders[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    928
                 | 
                                    
                                                     | 
                
                 | 
                        self.orders = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    929
                 | 
                                    
                                                     | 
                
                 | 
                        for order, mnemonics in section_orders[1:]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    930
                 | 
                                    
                                                     | 
                
                 | 
                            for mnemonic in mnemonics:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    931
                 | 
                                    
                                                     | 
                
                 | 
                                self.orders[mnemonic] = order  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    932
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    933
                 | 
                                    
                                                     | 
                
                 | 
                    def __call__(self, **keys):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    934
                 | 
                                    
                                                     | 
                
                 | 
                        item = self.func(**keys)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    935
                 | 
                                    
                                                     | 
                
                 | 
                        # if item.name == "":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    936
                 | 
                                    
                                                     | 
                
                 | 
                        #     item.mnemonic = "UNKNOWN"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    937
                 | 
                                    
                                                     | 
                
                 | 
                        return item  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    938
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    939
                 | 
                                    
                                                     | 
                
                 | 
                    def num(self, x, default=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    940
                 | 
                                    
                                                     | 
                
                 | 
                        if default is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    941
                 | 
                                    
                                                     | 
                
                 | 
                            default = x  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    942
                 | 
                                    
                                                     | 
                
                 | 
                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    943
                 | 
                                    
                                                     | 
                
                 | 
                            return numpy.int(x)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    944
                 | 
                                    
                                                     | 
                
                 | 
                        except:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    945
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    946
                 | 
                                    
                                                     | 
                
                 | 
                                return numpy.float(x)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    947
                 | 
                                    
                                                     | 
                
                 | 
                            except:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    948
                 | 
                                    
                                                     | 
                
                 | 
                                return default  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    949
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    950
                 | 
                                    
                                                     | 
                
                 | 
                    def metadata(self, **keys):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    951
                 | 
                                    
                                                     | 
                
                 | 
                        key_order = self.orders.get(keys["name"], self.default_order)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    952
                 | 
                                    
                                                     | 
                
                 | 
                        if key_order == "value:descr":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    953
                 | 
                                    
                                                     | 
                
                 | 
                            return HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    954
                 | 
                                    
                                                     | 
                
                 | 
                                keys["name"],                 # mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    955
                 | 
                                    
                                                     | 
                
                 | 
                                keys["unit"],                 # unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    956
                 | 
                                    
                                                     | 
                
                 | 
                                self.num(keys["value"]),      # value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    957
                 | 
                                    
                                                     | 
                
                 | 
                                keys["descr"],                # descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    958
                 | 
                                    
                                                     | 
                
                 | 
                                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    959
                 | 
                                    
                                                     | 
                
                 | 
                        elif key_order == "descr:value":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    960
                 | 
                                    
                                                     | 
                
                 | 
                            return HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    961
                 | 
                                    
                                                     | 
                
                 | 
                                keys["name"],                   # mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    962
                 | 
                                    
                                                     | 
                
                 | 
                                keys["unit"],                   # unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    963
                 | 
                                    
                                                     | 
                
                 | 
                                keys["descr"],                  # descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    964
                 | 
                                    
                                                     | 
                
                 | 
                                self.num(keys["value"]),        # value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    965
                 | 
                                    
                                                     | 
                
                 | 
                                )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    966
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    967
                 | 
                                    
                                                     | 
                
                 | 
                    def curves(self, **keys):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    968
                 | 
                                    
                                                     | 
                
                 | 
                        # logger.debug(str(keys))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    969
                 | 
                                    
                                                     | 
                
                 | 
                        item = CurveItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    970
                 | 
                                    
                                                     | 
                
                 | 
                            keys['name'],               # mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    971
                 | 
                                    
                                                     | 
                
                 | 
                            keys['unit'],               # unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    972
                 | 
                                    
                                                     | 
                
                 | 
                            keys['value'],              # value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    973
                 | 
                                    
                                                     | 
                
                 | 
                            keys['descr'],              # descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    974
                 | 
                                    
                                                     | 
                
                 | 
                            )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    975
                 | 
                                    
                                                     | 
                
                 | 
                        return item  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    976
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    977
                 | 
                                    
                                                     | 
                
                 | 
                    def params(self, **keys):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    978
                 | 
                                    
                                                     | 
                
                 | 
                        return HeaderItem(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    979
                 | 
                                    
                                                     | 
                
                 | 
                            keys['name'],               # mnemonic  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    980
                 | 
                                    
                                                     | 
                
                 | 
                            keys['unit'],               # unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    981
                 | 
                                    
                                                     | 
                
                 | 
                            self.num(keys['value']),    # value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    982
                 | 
                                    
                                                     | 
                
                 | 
                            keys['descr'],              # descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    983
                 | 
                                    
                                                     | 
                
                 | 
                            )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    984
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    985
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    986
                 | 
                                    
                                                     | 
                
                 | 
                def read_line(line, pattern=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    987
                 | 
                                    
                                                     | 
                
                 | 
                    '''Read a line from a LAS header section.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    988
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    989
                 | 
                                    
                                                     | 
                
                 | 
                    The line is parsed with a regular expression -- see LAS file specs for  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    990
                 | 
                                    
                                                     | 
                
                 | 
                    more details, but it should basically be in the format::  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    991
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    992
                 | 
                                    
                                                     | 
                
                 | 
                        name.unit       value : descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    993
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    994
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    995
                 | 
                                    
                                                     | 
                
                 | 
                        line (str): line from a LAS header section  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    996
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    997
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    998
                 | 
                                    
                                                     | 
                
                 | 
                        A dictionary with keys "name", "unit", "value", and "descr", each  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    999
                 | 
                                    
                                                     | 
                
                 | 
                        containing a string as value.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1000
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1001
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1002
                 | 
                                    
                                                     | 
                
                 | 
                    d = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1003
                 | 
                                    
                                                     | 
                
                 | 
                    if pattern is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1004
                 | 
                                    
                                                     | 
                
                 | 
                        pattern = (r"\.?(?P<name>[^.]*)\." +  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1005
                 | 
                                    
                                                     | 
                
                 | 
                                   r"(?P<unit>[^\s:]*)" +  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1006
                 | 
                                    
                                                     | 
                
                 | 
                                   r"(?P<value>[^:]*):" +  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1007
                 | 
                                    
                                                     | 
                
                 | 
                                   r"(?P<descr>.*)")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1008
                 | 
                                    
                                                     | 
                
                 | 
                    m = re.match(pattern, line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1009
                 | 
                                    
                                                     | 
                
                 | 
                    mdict = m.groupdict()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1010
                 | 
                                    
                                                     | 
                
                 | 
                    # if mdict["name"] == "":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1011
                 | 
                                    
                                                     | 
                
                 | 
                    #     mdict["name"] = "UNKNOWN"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1012
                 | 
                                    
                                                     | 
                
                 | 
                    for key, value in mdict.items():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1013
                 | 
                                    
                                                     | 
                
                 | 
                        d[key] = value.strip()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1014
                 | 
                                    
                                                     | 
                
                 | 
                        if key == "unit":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1015
                 | 
                                    
                                                     | 
                
                 | 
                            if d[key].endswith("."): | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1016
                 | 
                                    
                                                     | 
                
                 | 
                                d[key] = d[key].strip(".")  # see issue #36 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1017
                 | 
                                    
                                                     | 
                
                 | 
                    return d  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1018
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1019
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1020
                 | 
                                    
                                                     | 
                
                 | 
                def open_file(file_ref, encoding=None, encoding_errors="replace",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1021
                 | 
                                    
                                                     | 
                
                 | 
                              autodetect_encoding=False, autodetect_encoding_chars=40e3):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1022
                 | 
                                    
                                                     | 
                
                 | 
                    '''Open a file if necessary.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1023
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1024
                 | 
                                    
                                                     | 
                
                 | 
                    If autodetect_encoding is True then either cchardet or chardet (see PyPi)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1025
                 | 
                                    
                                                     | 
                
                 | 
                    needs to be installed, or else an ImportError will be raised.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1026
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1027
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1028
                 | 
                                    
                                                     | 
                
                 | 
                        file_ref: either a filename, an open file object, a URL, or a string of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1029
                 | 
                                    
                                                     | 
                
                 | 
                            a LAS file contents.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1030
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1031
                 | 
                                    
                                                     | 
                
                 | 
                    Keyword Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1032
                 | 
                                    
                                                     | 
                
                 | 
                        encoding (str): character encoding to open file_ref with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1033
                 | 
                                    
                                                     | 
                
                 | 
                        encoding_errors (str): "strict", "replace" (default), "ignore" - how to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1034
                 | 
                                    
                                                     | 
                
                 | 
                            handle errors with encodings (see standard library codecs module or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1035
                 | 
                                    
                                                     | 
                
                 | 
                            Python Unicode HOWTO for more information)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1036
                 | 
                                    
                                                     | 
                
                 | 
                        autodetect_encoding (bool): use chardet/ccharet to detect encoding  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1037
                 | 
                                    
                                                     | 
                
                 | 
                        autodetect_encoding_chars (int/None): number of chars to read from LAS  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1038
                 | 
                                    
                                                     | 
                
                 | 
                            file for auto-detection of encoding.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1039
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1040
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1041
                 | 
                                    
                                                     | 
                
                 | 
                        An open file-like object ready for reading from.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1042
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1043
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1044
                 | 
                                    
                                                     | 
                
                 | 
                    if isinstance(file_ref, str):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1045
                 | 
                                    
                                                     | 
                
                 | 
                        lines = file_ref.splitlines()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1046
                 | 
                                    
                                                     | 
                
                 | 
                        if len(lines) == 1:  # File name  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1047
                 | 
                                    
                                                     | 
                
                 | 
                            if URL_REGEXP.match(file_ref):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1048
                 | 
                                    
                                                     | 
                
                 | 
                                try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1049
                 | 
                                    
                                                     | 
                
                 | 
                                    import urllib2  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1050
                 | 
                                    
                                                     | 
                
                 | 
                                    file_ref = urllib2.urlopen(file_ref)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1051
                 | 
                                    
                                                     | 
                
                 | 
                                except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1052
                 | 
                                    
                                                     | 
                
                 | 
                                    import urllib.request  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1053
                 | 
                                    
                                                     | 
                
                 | 
                                    response = urllib.request.urlopen(file_ref)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1054
                 | 
                                    
                                                     | 
                
                 | 
                                    enc = response.headers.get_content_charset("utf-8") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1055
                 | 
                                    
                                                     | 
                
                 | 
                                    file_ref = StringIO(response.read().decode(enc))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1056
                 | 
                                    
                                                     | 
                
                 | 
                            else:  # filename  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1057
                 | 
                                    
                                                     | 
                
                 | 
                                data = get_unicode_from_filename(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1058
                 | 
                                    
                                                     | 
                
                 | 
                                    file_ref, encoding, encoding_errors, autodetect_encoding,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1059
                 | 
                                    
                                                     | 
                
                 | 
                                    autodetect_encoding_chars)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1060
                 | 
                                    
                                                     | 
                
                 | 
                                file_ref = StringIO(data)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1061
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1062
                 | 
                                    
                                                     | 
                
                 | 
                            file_ref = StringIO("\n".join(lines)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1063
                 | 
                                    
                                                     | 
                
                 | 
                    return file_ref  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1064
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1065
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1066
                 | 
                                    
                                                     | 
                
                 | 
                def get_unicode_from_filename(fn, enc, errors, auto, nbytes):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1067
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1068
                 | 
                                    
                                                     | 
                
                 | 
                    Read Unicode data from file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1069
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1070
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1071
                 | 
                                    
                                                     | 
                
                 | 
                        fn (str): path to file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1072
                 | 
                                    
                                                     | 
                
                 | 
                        enc (str): encoding - can be None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1073
                 | 
                                    
                                                     | 
                
                 | 
                        errors (str): unicode error handling - can be "strict", "ignore", "replace"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1074
                 | 
                                    
                                                     | 
                
                 | 
                        auto (str): auto-detection of character encoding - can be either  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1075
                 | 
                                    
                                                     | 
                
                 | 
                            "chardet", "cchardet", or True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1076
                 | 
                                    
                                                     | 
                
                 | 
                        nbytes (int): number of characters for read for auto-detection  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1077
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1078
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1079
                 | 
                                    
                                                     | 
                
                 | 
                        a unicode or string object  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1080
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1081
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1082
                 | 
                                    
                                                     | 
                
                 | 
                    if nbytes:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1083
                 | 
                                    
                                                     | 
                
                 | 
                        nbytes = int(nbytes)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1084
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1085
                 | 
                                    
                                                     | 
                
                 | 
                    # Detect BOM in UTF-8 files  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1086
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1087
                 | 
                                    
                                                     | 
                
                 | 
                    nbytes_test = min(32, os.path.getsize(fn))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1088
                 | 
                                    
                                                     | 
                
                 | 
                    with open(fn, mode="rb") as test:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1089
                 | 
                                    
                                                     | 
                
                 | 
                        raw = test.read(nbytes_test)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1090
                 | 
                                    
                                                     | 
                
                 | 
                    if raw.startswith(codecs.BOM_UTF8):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1091
                 | 
                                    
                                                     | 
                
                 | 
                        enc = "utf-8-sig"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1092
                 | 
                                    
                                                     | 
                
                 | 
                        auto = False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1093
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1094
                 | 
                                    
                                                     | 
                
                 | 
                    if auto:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1095
                 | 
                                    
                                                     | 
                
                 | 
                        with open(fn, mode="rb") as test:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1096
                 | 
                                    
                                                     | 
                
                 | 
                            if nbytes is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1097
                 | 
                                    
                                                     | 
                
                 | 
                                raw = test.read()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1098
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1099
                 | 
                                    
                                                     | 
                
                 | 
                                raw = test.read(nbytes)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1100
                 | 
                                    
                                                     | 
                
                 | 
                        enc = get_encoding(auto, raw)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1101
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1102
                 | 
                                    
                                                     | 
                
                 | 
                    # codecs.open is smarter than cchardet or chardet IME.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1103
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1104
                 | 
                                    
                                                     | 
                
                 | 
                    with codecs.open(fn, mode="r", encoding=enc, errors=errors) as f:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1105
                 | 
                                    
                                                     | 
                
                 | 
                        data = f.read()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1106
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1107
                 | 
                                    
                                                     | 
                
                 | 
                    return data  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1108
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1109
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1110
                 | 
                                    
                                                     | 
                
                 | 
                def get_encoding(auto, raw):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1111
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1112
                 | 
                                    
                                                     | 
                
                 | 
                    Automatically detect character encoding.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1113
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1114
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1115
                 | 
                                    
                                                     | 
                
                 | 
                        auto (str): auto-detection of character encoding - can be either  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1116
                 | 
                                    
                                                     | 
                
                 | 
                            "chardet", "cchardet", or True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1117
                 | 
                                    
                                                     | 
                
                 | 
                        raw (bytes): array of bytes to detect from  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1118
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1119
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1120
                 | 
                                    
                                                     | 
                
                 | 
                        A string specifying the character encoding.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1121
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1122
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1123
                 | 
                                    
                                                     | 
                
                 | 
                    if auto is True:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1124
                 | 
                                    
                                                     | 
                
                 | 
                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1125
                 | 
                                    
                                                     | 
                
                 | 
                            import cchardet as chardet  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1126
                 | 
                                    
                                                     | 
                
                 | 
                        except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1127
                 | 
                                    
                                                     | 
                
                 | 
                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1128
                 | 
                                    
                                                     | 
                
                 | 
                                import chardet  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1129
                 | 
                                    
                                                     | 
                
                 | 
                            except ImportError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1130
                 | 
                                    
                                                     | 
                
                 | 
                                raise ImportError(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1131
                 | 
                                    
                                                     | 
                
                 | 
                                    "chardet or cchardet is required for automatic"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1132
                 | 
                                    
                                                     | 
                
                 | 
                                    " detection of character encodings.")  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1133
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1134
                 | 
                                    
                                                     | 
                
                 | 
                                logger.debug("get_encoding Using chardet") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1135
                 | 
                                    
                                                     | 
                
                 | 
                                method = "chardet"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1136
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1137
                 | 
                                    
                                                     | 
                
                 | 
                            logger.debug("get_encoding Using cchardet") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1138
                 | 
                                    
                                                     | 
                
                 | 
                            method = "cchardet"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1139
                 | 
                                    
                                                     | 
                
                 | 
                    elif auto.lower() == "chardet":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1140
                 | 
                                    
                                                     | 
                
                 | 
                        import chardet  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1141
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug("get_encoding Using chardet") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1142
                 | 
                                    
                                                     | 
                
                 | 
                        method = "chardet"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1143
                 | 
                                    
                                                     | 
                
                 | 
                    elif auto.lower() == "cchardet":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1144
                 | 
                                    
                                                     | 
                
                 | 
                        import cchardet as chardet  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1145
                 | 
                                    
                                                     | 
                
                 | 
                        logger.debug("get_encoding Using cchardet") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1146
                 | 
                                    
                                                     | 
                
                 | 
                        method = "cchardet"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1147
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1148
                 | 
                                    
                                                     | 
                
                 | 
                    result = chardet.detect(raw)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1149
                 | 
                                    
                                                     | 
                
                 | 
                    logger.debug("get_encoding %s results=%s" % (method, result)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1150
                 | 
                                    
                                                     | 
                
                 | 
                    return result["encoding"]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1151
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1152
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1153
                 | 
                                    
                                                     | 
                
                 | 
                def get_formatter_function(order, left_width=None, middle_width=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1154
                 | 
                                    
                                                     | 
                
                 | 
                    '''Create function to format a LAS header item.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1155
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1156
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1157
                 | 
                                    
                                                     | 
                
                 | 
                        order: format of item, either "descr:value" or "value:descr" -- see  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1158
                 | 
                                    
                                                     | 
                
                 | 
                            LAS 1.2 and 2.0 specifications for more information.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1159
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1160
                 | 
                                    
                                                     | 
                
                 | 
                    Keyword Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1161
                 | 
                                    
                                                     | 
                
                 | 
                        left_width (int): number of characters to the left hand side of the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1162
                 | 
                                    
                                                     | 
                
                 | 
                            first period  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1163
                 | 
                                    
                                                     | 
                
                 | 
                        middle_width (int): total number of characters minus 1 between the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1164
                 | 
                                    
                                                     | 
                
                 | 
                            first period from the left and the first colon from the left.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1165
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1166
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1167
                 | 
                                    
                                                     | 
                
                 | 
                        A function which takes a header item (e.g. LASHeaderItem or Curve)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1168
                 | 
                                    
                                                     | 
                
                 | 
                        as its single argument and which in turn returns a string which is  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1169
                 | 
                                    
                                                     | 
                
                 | 
                        the correctly formatted LAS header line.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1170
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1171
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1172
                 | 
                                    
                                                     | 
                
                 | 
                    if left_width is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1173
                 | 
                                    
                                                     | 
                
                 | 
                        left_width = 10  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1174
                 | 
                                    
                                                     | 
                
                 | 
                    if middle_width is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1175
                 | 
                                    
                                                     | 
                
                 | 
                        middle_width = 40  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1176
                 | 
                                    
                                                     | 
                
                 | 
                    mnemonic_func = lambda mnemonic: mnemonic.ljust(left_width)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1177
                 | 
                                    
                                                     | 
                
                 | 
                    middle_func = lambda unit, right_hand_item: (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1178
                 | 
                                    
                                                     | 
                
                 | 
                        unit  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1179
                 | 
                                    
                                                     | 
                
                 | 
                        + " " * (middle_width - len(str(unit)) - len(right_hand_item))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1180
                 | 
                                    
                                                     | 
                
                 | 
                        + right_hand_item  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1181
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1182
                 | 
                                    
                                                     | 
                
                 | 
                    if order == "descr:value":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1183
                 | 
                                    
                                                     | 
                
                 | 
                        return lambda item: "%s.%s : %s" % (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1184
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic_func(item.original_mnemonic),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1185
                 | 
                                    
                                                     | 
                
                 | 
                            middle_func(str(item.unit), str(item.descr)),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1186
                 | 
                                    
                                                     | 
                
                 | 
                            item.value  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1187
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1188
                 | 
                                    
                                                     | 
                
                 | 
                    elif order == "value:descr":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1189
                 | 
                                    
                                                     | 
                
                 | 
                        return lambda item: "%s.%s : %s" % (  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1190
                 | 
                                    
                                                     | 
                
                 | 
                            mnemonic_func(item.original_mnemonic),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1191
                 | 
                                    
                                                     | 
                
                 | 
                            middle_func(str(item.unit), str(item.value)),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1192
                 | 
                                    
                                                     | 
                
                 | 
                            item.descr  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1193
                 | 
                                    
                                                     | 
                
                 | 
                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1194
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1195
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1196
                 | 
                                    
                                                     | 
                
                 | 
                def get_section_order_function(section, version,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1197
                 | 
                                    
                                                     | 
                
                 | 
                                               order_definitions=ORDER_DEFINITIONS):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1198
                 | 
                                    
                                                     | 
                
                 | 
                    '''Get a function that returns the order per mnemonic and section.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1199
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1200
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1201
                 | 
                                    
                                                     | 
                
                 | 
                        section (str): either "well", "params", "curves", "version"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1202
                 | 
                                    
                                                     | 
                
                 | 
                        version (float): either 1.2 and 2.0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1203
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1204
                 | 
                                    
                                                     | 
                
                 | 
                    Keyword Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1205
                 | 
                                    
                                                     | 
                
                 | 
                        order_definitions (dict): ...  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1206
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1207
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1208
                 | 
                                    
                                                     | 
                
                 | 
                        A function which takes a mnemonic (str) as its only argument, and   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1209
                 | 
                                    
                                                     | 
                
                 | 
                        in turn returns the order "value:descr" or "descr:value".  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1210
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1211
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1212
                 | 
                                    
                                                     | 
                
                 | 
                    section_orders = order_definitions[version][section]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1213
                 | 
                                    
                                                     | 
                
                 | 
                    default_order = section_orders[0]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1214
                 | 
                                    
                                                     | 
                
                 | 
                    orders = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1215
                 | 
                                    
                                                     | 
                
                 | 
                    for order, mnemonics in section_orders[1:]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1216
                 | 
                                    
                                                     | 
                
                 | 
                        for mnemonic in mnemonics:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1217
                 | 
                                    
                                                     | 
                
                 | 
                            orders[mnemonic] = order  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1218
                 | 
                                    
                                                     | 
                
                 | 
                    return lambda mnemonic: orders.get(mnemonic, default_order)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1219
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1220
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1221
                 | 
                                    
                                                     | 
                
                 | 
                def get_section_widths(section_name, items, version, order_func, middle_padding=5):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1222
                 | 
                                    
                                                     | 
                
                 | 
                    '''Find minimum section widths fitting the content in *items*.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1223
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1224
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1225
                 | 
                                    
                                                     | 
                
                 | 
                        section_name (str): either "version", "well", "curves", or "params"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1226
                 | 
                                    
                                                     | 
                
                 | 
                        items (SectionItems): section items  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1227
                 | 
                                    
                                                     | 
                
                 | 
                        version (float): either 1.2 or 2.0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1228
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1229
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1230
                 | 
                                    
                                                     | 
                
                 | 
                    section_widths = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1231
                 | 
                                    
                                                     | 
                
                 | 
                        "left_width": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1232
                 | 
                                    
                                                     | 
                
                 | 
                        "middle_width": None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1233
                 | 
                                    
                                                     | 
                
                 | 
                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1234
                 | 
                                    
                                                     | 
                
                 | 
                    if len(items) > 0:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1235
                 | 
                                    
                                                     | 
                
                 | 
                        section_widths["left_width"] = max([len(i.original_mnemonic) for i in items])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1236
                 | 
                                    
                                                     | 
                
                 | 
                        middle_widths = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1237
                 | 
                                    
                                                     | 
                
                 | 
                        for i in items:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1238
                 | 
                                    
                                                     | 
                
                 | 
                            order = order_func(i.mnemonic)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1239
                 | 
                                    
                                                     | 
                
                 | 
                            rhs_element = order.split(':')[0] | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1240
                 | 
                                    
                                                     | 
                
                 | 
                            logger.debug('get_section_widths %s\n\torder=%s rhs_element=%s' % (i, order, rhs_element)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1241
                 | 
                                    
                                                     | 
                
                 | 
                            middle_widths.append(len(str(i.unit)) + 1 + len(str(i[rhs_element])))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1242
                 | 
                                    
                                                     | 
                
                 | 
                        section_widths['middle_width'] = max(middle_widths)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1243
                 | 
                                    
                                                     | 
                
                 | 
                    return section_widths  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1244
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1245
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1246
                 | 
                                    
                                                     | 
                
                 | 
                def read(file_ref, **kwargs):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1247
                 | 
                                    
                                                     | 
                
                 | 
                    '''Read a LAS file.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1248
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1249
                 | 
                                    
                                                     | 
                
                 | 
                    Note that only versions 1.2 and 2.0 of the LAS file specification  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1250
                 | 
                                    
                                                     | 
                
                 | 
                    are currently supported.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1251
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1252
                 | 
                                    
                                                     | 
                
                 | 
                    Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1253
                 | 
                                    
                                                     | 
                
                 | 
                        file_ref: either a filename, an open file object, or a string of  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1254
                 | 
                                    
                                                     | 
                
                 | 
                            a LAS file contents.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1255
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1256
                 | 
                                    
                                                     | 
                
                 | 
                    Keyword Arguments:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1257
                 | 
                                    
                                                     | 
                
                 | 
                        encoding (str): character encoding to open file_ref with  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1258
                 | 
                                    
                                                     | 
                
                 | 
                        encoding_errors (str): "strict", "replace" (default), "ignore" - how to  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1259
                 | 
                                    
                                                     | 
                
                 | 
                            handle errors with encodings (see standard library codecs module or  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1260
                 | 
                                    
                                                     | 
                
                 | 
                            Python Unicode HOWTO for more information)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1261
                 | 
                                    
                                                     | 
                
                 | 
                        autodetect_encoding (bool): use chardet/ccharet to detect encoding  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1262
                 | 
                                    
                                                     | 
                
                 | 
                        autodetect_encoding_chars (int/None): number of chars to read from LAS  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1263
                 | 
                                    
                                                     | 
                
                 | 
                            file for auto-detection of encoding.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1264
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1265
                 | 
                                    
                                                     | 
                
                 | 
                    Returns:   | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1266
                 | 
                                    
                                                     | 
                
                 | 
                        A LASFile object representing the file -- see above  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1267
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    1268
                 | 
                                    
                                                     | 
                
                 | 
                    '''  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    1269
                 | 
                                    
                                                     | 
                
                 | 
                    return LASFile(file_ref, **kwargs)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    1270
                 | 
                                    
                                                     | 
                
                 | 
                 |