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                    1
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                """Classes for supporting subject corpora expressed as directories or files"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    2
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                    3
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                import annif.util  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    4
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                import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    5
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                from annif import logger  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    6
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                from .types import Subject  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    7
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                from .skos import serialize_subjects_to_skos  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8
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                    9
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                    10
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                View Code Duplication | 
                class SubjectFileTSV:  | 
            
                            
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                    11
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                    """A subject vocabulary stored in a TSV file."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    12
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                    13
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                    def __init__(self, path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    14
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                        self.path = path  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    15
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                    16
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                    def _parse_line(self, line):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    17
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                        vals = line.strip().split('\t', 2) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    18
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                        clean_uri = annif.util.cleanup_uri(vals[0])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    19
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                        label = vals[1] if len(vals) >= 2 else None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    20
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                        notation = vals[2] if len(vals) >= 3 else None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    21
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                        yield Subject(uri=clean_uri, label=label, notation=notation)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    22
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                    23
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    24
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                    def languages(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    25
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                        # we don't have information about the language(s) of labels  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    26
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                        return None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    27
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                    28
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                    def subjects(self, language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    29
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                        with open(self.path, encoding='utf-8-sig') as subjfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    30
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                            for line in subjfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    31
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                                yield from self._parse_line(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    32
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                    33
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                    def save_skos(self, path, language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    34
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                        """Save the contents of the subject vocabulary into a SKOS/Turtle  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    35
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                        file with the given path name."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    36
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                        serialize_subjects_to_skos(self.subjects(language), language, path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    37
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                    38
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                    39
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                View Code Duplication | 
                class SubjectIndex:  | 
            
                            
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                    40
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                    """An index that remembers the associations between integers subject IDs  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    41
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                    and their URIs and labels."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    42
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                    43
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                    def __init__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    44
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                        self._uris = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    45
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                        self._labels = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    46
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                        self._notations = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    47
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                        self._uri_idx = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    48
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                        self._label_idx = {} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    49
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                    50
                 | 
                                    
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                    def load_subjects(self, corpus, language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    51
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                        """Initialize the subject index from a subject corpus using labels  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    52
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                        in the given language."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    53
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                    54
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                        for subject_id, subject in enumerate(corpus.subjects(language)):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    55
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                            self._append(subject_id, subject)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    56
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                    57
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                    def __len__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    58
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                        return len(self._uris)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    59
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                    60
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                    def __getitem__(self, subject_id):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    61
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                        return Subject(uri=self._uris[subject_id],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    62
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                                       label=self._labels[subject_id],  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    63
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                                       notation=self._notations[subject_id])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    64
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                    65
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                    def _append(self, subject_id, subject):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    66
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                        self._uris.append(subject.uri)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    67
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                        self._labels.append(subject.label)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                        self._notations.append(subject.notation)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    69
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                        self._uri_idx[subject.uri] = subject_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    70
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                        self._label_idx[subject.label] = subject_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    71
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                    72
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                    def append(self, subject):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    73
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                        subject_id = len(self._uris)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    74
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                        self._append(subject_id, subject)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    75
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                    76
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                    def contains_uri(self, uri):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    77
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                        return uri in self._uri_idx  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    78
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                    79
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                    def by_uri(self, uri, warnings=True):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    80
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                        """return the subject index of a subject by its URI, or None if not found.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    81
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                        If warnings=True, log a warning message if the URI cannot be found."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    82
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                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    83
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                            return self._uri_idx[uri]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    84
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                        except KeyError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    85
                 | 
                                    
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                            if warnings:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    86
                 | 
                                    
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                                logger.warning('Unknown subject URI <%s>', uri) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    87
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                            return None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    88
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                    89
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                    def by_label(self, label):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    90
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                        """return the subject index of a subject by its label"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    91
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                        try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    92
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                            return self._label_idx[label]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    93
                 | 
                                    
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                        except KeyError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    94
                 | 
                                    
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                 | 
                            logger.warning('Unknown subject label "%s"', label) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    95
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                            return None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    96
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    97
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                    def deprecated_ids(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    98
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                        """return indices of deprecated subjects"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    99
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                | 
                    100
                 | 
                                    
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                        return [subject_id for subject_id, label in enumerate(self._labels)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
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                                if label is None]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    102
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    103
                 | 
                                    
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    104
                 | 
                                    
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                    def active(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                        """return a list of (subject_id, uri, label, notation) tuples of all  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                        subjects that are not deprecated"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    107
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                        return [(subj_id, uri, label, notation)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                                for subj_id, (uri, label, notation)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                                in enumerate(zip(self._uris, self._labels, self._notations))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                                if label is not None]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    112
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    113
                 | 
                                    
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                 | 
                    def save(self, path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    114
                 | 
                                    
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                 | 
                        """Save this subject index into a file."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    115
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                        with open(path, 'w', encoding='utf-8') as subjfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                            for uri, label, notation in self:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                                line = "<{}>".format(uri) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                                if label is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                                    line += ('\t' + label) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                                    if notation is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                                        line += ('\t' + notation) | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                                print(line, file=subjfile)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                    def load(cls, path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                        """Load a subject index from a TSV file and return it."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                        corpus = SubjectFileTSV(path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                        subject_index = cls()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                        subject_index.load_subjects(corpus, None)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
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                        return subject_index  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                View Code Duplication | 
                class SubjectSet:  | 
            
                            
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                    """Represents a set of subjects for a document."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self, subject_ids=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """Create a SubjectSet and optionally initialize it from an iterable  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        of subject IDs"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if subject_ids:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # use set comprehension to eliminate possible duplicates  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._subject_ids = list({subject_id | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      for subject_id in subject_ids  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                      if subject_id is not None})  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._subject_ids = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __len__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return len(self._subject_ids)  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    def __getitem__(self, idx):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        return self._subject_ids[idx]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __bool__(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return bool(self._subject_ids)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __eq__(self, other):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if isinstance(other, SubjectSet):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._subject_ids == other._subject_ids  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @classmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def from_string(cls, subj_data, subject_index):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        subject_ids = set()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        for line in subj_data.splitlines():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            uri, label = cls._parse_line(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if uri is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                subject_ids.add(subject_index.by_uri(uri))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                subject_ids.add(subject_index.by_label(label))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return cls(subject_ids)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @staticmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def _parse_line(line):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        uri = label = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        vals = line.split("\t") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        for val in vals:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            val = val.strip()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if val == '':  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if val.startswith('<') and val.endswith('>'):  # URI | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                uri = val[1:-1]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            label = val  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            break  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return uri, label  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def as_vector(self, size=None, destination=None):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """Return the hits as a one-dimensional NumPy array in sklearn  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                           multilabel indicator format. Use destination array if given (not  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                           None), otherwise create and return a new one of the given size."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if destination is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            destination = np.zeros(size, dtype=bool)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        destination[list(self._subject_ids)] = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return destination  | 
            
            
                                                        
            
                                    
            
            
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