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                """Vocabulary management functionality for Annif"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import os.path  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import re  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import annif  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import annif.corpus  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                import annif.util  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from annif.datadir import DatadirMixin  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from annif.exception import NotInitializedException  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                from annif.util import parse_args  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                logger = annif.logger  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                def get_vocab(vocab_spec, datadir, default_language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    match = re.match(r'(\w+)(\((.*)\))?', vocab_spec)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    if match is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise ValueError(f"Invalid vocabulary specification: {vocab_spec}") | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    vocab_id = match.group(1)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    posargs, kwargs = parse_args(match.group(3))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    language = posargs[0] if posargs else default_language  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    return AnnifVocabulary(vocab_id, datadir, language)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                View Code Duplication | 
                class AnnifVocabulary(DatadirMixin):  | 
            
                            
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                    """Class representing a subject vocabulary which can be used by multiple  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    Annif projects."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    # defaults for uninitialized instances  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    _subjects = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def __init__(self, vocab_id, datadir, language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        DatadirMixin.__init__(self, datadir, 'vocabs', vocab_id)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.vocab_id = vocab_id  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self.language = language  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        self._skos_vocab = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @staticmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def _index_filename(language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return f"subjects.{language}.tsv" | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def _create_subject_index(self, subject_corpus, language):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        subjects = annif.corpus.SubjectIndex()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        subjects.load_subjects(subject_corpus, language)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        annif.util.atomic_save(subjects, self.datadir,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                               self._index_filename(language))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return subjects  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
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                    def _update_subject_index(self, subject_corpus, language):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        old_subjects = self.subjects  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        new_subjects = annif.corpus.SubjectIndex()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        new_subjects.load_subjects(subject_corpus, language)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        updated_subjects = annif.corpus.SubjectIndex()  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        for old_subject in old_subjects:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            if new_subjects.contains_uri(old_subject.uri):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                new_subject = new_subjects[new_subjects.by_uri(  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                    old_subject.uri)]  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            else:  # subject removed from new corpus  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                new_subject = annif.corpus.Subject(uri=old_subject.uri,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                                   label=None,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                                                   notation=None)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            updated_subjects.append(new_subject)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        for new_subject in new_subjects:  | 
            
            
                                                                        
                            
            
                                    
            
            
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                            if not old_subjects.contains_uri(new_subject.uri):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                updated_subjects.append(new_subject)  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        annif.util.atomic_save(updated_subjects, self.datadir,  | 
            
            
                                                                        
                            
            
                                    
            
            
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                                               self._index_filename(language))  | 
            
            
                                                                        
                            
            
                                    
            
            
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                        return updated_subjects  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def subjects(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if self._subjects is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            path = os.path.join(self.datadir,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                self._index_filename(self.language))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if os.path.exists(path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                logger.debug('loading subjects from %s', path) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                self._subjects = annif.corpus.SubjectIndex.load(path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                raise NotInitializedException(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    "subject file {} not found".format(path)) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        return self._subjects  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def skos(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """return the subject vocabulary from SKOS file"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if self._skos_vocab is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._skos_vocab  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # attempt to load graph from dump file  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        dumppath = os.path.join(self.datadir, 'subjects.dump.gz')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if os.path.exists(dumppath):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            logger.debug(f'loading graph dump from {dumppath}') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            try:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                self._skos_vocab = annif.corpus.SubjectFileSKOS(dumppath)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            except ModuleNotFoundError:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                # Probably dump has been saved using a different rdflib version  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                logger.debug('could not load graph dump, using turtle file') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                return self._skos_vocab  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # graph dump file not found - parse ttl file instead  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        path = os.path.join(self.datadir, 'subjects.ttl')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        if os.path.exists(path):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            logger.debug(f'loading graph from {path}') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._skos_vocab = annif.corpus.SubjectFileSKOS(path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            # store the dump file so we can use it next time  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            self._skos_vocab.save_skos(path, self.language)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            return self._skos_vocab  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        raise NotInitializedException(f'graph file {path} not found') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    def load_vocabulary(self, subject_corpus, default_language, force=False):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        """Load subjects from a subject corpus and save them into one  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        or more subject index files as well as a SKOS/Turtle file for later  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        use. If force=True, replace the existing subject index completely."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # default to language from project config if subject corpus isn't  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        # language-aware or can't detect languages  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        languages = subject_corpus.languages or [default_language]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                        for language in languages:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            if not force and os.path.exists(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                    os.path.join(self.datadir,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                                 self._index_filename(language))):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                logger.info('updating existing vocabulary') | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                                subjects = self._update_subject_index(subject_corpus, language)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                subjects = self._create_subject_index(subject_corpus, language)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                            if language == default_language:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                                self._subjects = subjects  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                        subject_corpus.save_skos(os.path.join(self.datadir, 'subjects.ttl'),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                                                 default_language)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                    def as_skos_file(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        """return the vocabulary as a file object, in SKOS/Turtle syntax"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                        return open(os.path.join(self.datadir, 'subjects.ttl'), 'rb')  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                    def as_graph(self):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                        """return the vocabulary as an rdflib graph"""  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                        return self.skos.graph  | 
            
            
                                                        
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                 |