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                    1
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                """Subject index functionality for Annif"""  | 
            
            
                                                        
            
                                    
            
            
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                    2
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                    3
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                from __future__ import annotations  | 
            
            
                                                        
            
                                    
            
            
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                    4
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                    5
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                import csv  | 
            
            
                                                        
            
                                    
            
            
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                    6
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                from typing import TYPE_CHECKING  | 
            
            
                                                        
            
                                    
            
            
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                    7
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                    8
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                import annif  | 
            
            
                                                        
            
                                    
            
            
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                    9
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                import annif.corpus  | 
            
            
                                                        
            
                                    
            
            
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                    10
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                import annif.util  | 
            
            
                                                        
            
                                    
            
            
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                    11
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                    12
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                from .types import SubjectIndex  | 
            
            
                                                        
            
                                    
            
            
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                    13
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                    14
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                if TYPE_CHECKING:  | 
            
            
                                                        
            
                                    
            
            
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                    15
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                    16
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                    from annif.corpus.subject import Subject, SubjectCorpus  | 
            
            
                                                        
            
                                    
            
            
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                    17
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                    18
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                    19
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                logger = annif.logger  | 
            
            
                                                        
            
                                    
            
            
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                    20
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                logger.addFilter(annif.util.DuplicateFilter())  | 
            
            
                                                        
            
                                    
            
            
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                    21
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                    22
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                    23
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                class SubjectIndexFile(SubjectIndex):  | 
            
            
                                                        
            
                                    
            
            
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                    24
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                    """SubjectIndex implementation backed by a file."""  | 
            
            
                                                        
            
                                    
            
            
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                    25
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                    26
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                    def __init__(self) -> None:  | 
            
            
                                                        
            
                                    
            
            
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                    27
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                        self._subjects = []  | 
            
            
                                                        
            
                                    
            
            
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                    28
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                        self._uri_idx = {} | 
            
            
                                                        
            
                                    
            
            
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                    29
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                        self._label_idx = {} | 
            
            
                                                        
            
                                    
            
            
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                    30
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                        self._languages = None  | 
            
            
                                                        
            
                                    
            
            
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                    31
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                    32
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                    def load_subjects(self, corpus: SubjectCorpus) -> None:  | 
            
            
                                                        
            
                                    
            
            
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                    33
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                        """Initialize the subject index from a subject corpus"""  | 
            
            
                                                        
            
                                    
            
            
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                    34
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                    35
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                        self._languages = corpus.languages  | 
            
            
                                                        
            
                                    
            
            
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                    36
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                        for subject in corpus.subjects:  | 
            
            
                                                        
            
                                    
            
            
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                    37
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                            self.append(subject)  | 
            
            
                                                        
            
                                    
            
            
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                    38
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                    39
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                    def __len__(self) -> int:  | 
            
            
                                                        
            
                                    
            
            
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                    40
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                        return len(self._subjects)  | 
            
            
                                                        
            
                                    
            
            
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                    41
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                    42
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                    @property  | 
            
            
                                                        
            
                                    
            
            
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                    43
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                    def languages(self) -> list[str] | None:  | 
            
            
                                                        
            
                                    
            
            
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                    44
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                        return self._languages  | 
            
            
                                                        
            
                                    
            
            
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                    45
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                    46
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                    def __getitem__(self, subject_id: int) -> Subject:  | 
            
            
                                                        
            
                                    
            
            
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                    47
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                        return self._subjects[subject_id]  | 
            
            
                                                        
            
                                    
            
            
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                    48
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                    49
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                    def append(self, subject: Subject) -> None:  | 
            
            
                                                        
            
                                    
            
            
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                    50
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                        if self._languages is None and subject.labels is not None:  | 
            
            
                                                        
            
                                    
            
            
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                    51
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                            self._languages = list(subject.labels.keys())  | 
            
            
                                                        
            
                                    
            
            
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                    52
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                    53
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                        subject_id = len(self._subjects)  | 
            
            
                                                        
            
                                    
            
            
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                    54
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                        self._uri_idx[subject.uri] = subject_id  | 
            
            
                                                        
            
                                    
            
            
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                    55
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                        if subject.labels:  | 
            
            
                                                        
            
                                    
            
            
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                    56
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                            for lang, label in subject.labels.items():  | 
            
            
                                                        
            
                                    
            
            
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                    57
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                                self._label_idx[(label, lang)] = subject_id  | 
            
            
                                                        
            
                                    
            
            
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                    58
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                        self._subjects.append(subject)  | 
            
            
                                                        
            
                                    
            
            
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                    59
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                    60
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                    def contains_uri(self, uri: str) -> bool:  | 
            
            
                                                        
            
                                    
            
            
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                    61
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                        return uri in self._uri_idx  | 
            
            
                                                        
            
                                    
            
            
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                    62
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                    63
                 | 
                                    
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                    def by_uri(self, uri: str, warnings: bool = True) -> int | None:  | 
            
            
                                                        
            
                                    
            
            
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                    64
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                        try:  | 
            
            
                                                        
            
                                    
            
            
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                    65
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                            return self._uri_idx[uri]  | 
            
            
                                                        
            
                                    
            
            
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                    66
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                        except KeyError:  | 
            
            
                                                        
            
                                    
            
            
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                    67
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                            if warnings:  | 
            
            
                                                        
            
                                    
            
            
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                    68
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                                logger.warning("Unknown subject URI <%s>", uri) | 
            
            
                                                        
            
                                    
            
            
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                    69
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                            return None  | 
            
            
                                                        
            
                                    
            
            
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                    70
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                    71
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                    def by_label(self, label: str | None, language: str) -> int | None:  | 
            
            
                                                        
            
                                    
            
            
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                    72
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                        try:  | 
            
            
                                                        
            
                                    
            
            
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                    73
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                            return self._label_idx[(label, language)]  | 
            
            
                                                        
            
                                    
            
            
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                    74
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                        except KeyError:  | 
            
            
                                                        
            
                                    
            
            
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                    75
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                            logger.warning('Unknown subject label "%s"@%s', label, language) | 
            
            
                                                        
            
                                    
            
            
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                    76
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                            return None  | 
            
            
                                                        
            
                                    
            
            
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                    77
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                    78
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                    @property  | 
            
            
                                                        
            
                                    
            
            
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                    79
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                    def active(self) -> list[tuple[int, Subject]]:  | 
            
            
                                                        
            
                                    
            
            
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                    80
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                        return [  | 
            
            
                                                        
            
                                    
            
            
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                    81
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                            (subj_id, subject)  | 
            
            
                                                        
            
                                    
            
            
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                    82
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                            for subj_id, subject in enumerate(self._subjects)  | 
            
            
                                                        
            
                                    
            
            
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                    83
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                            if subject.labels is not None  | 
            
            
                                                        
            
                                    
            
            
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                    84
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                        ]  | 
            
            
                                                        
            
                                    
            
            
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                    85
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                    86
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                    def save(self, path: str) -> None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
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                        """Save this subject index into a file with the given path name."""  | 
            
            
                                                        
            
                                    
            
            
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                    88
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                    89
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                        fieldnames = ["uri", "notation"] + [f"label_{lang}" for lang in self._languages] | 
            
            
                                                        
            
                                    
            
            
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                    90
                 | 
                                    
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                    91
                 | 
                                    
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                        with open(path, "w", encoding="utf-8", newline="") as csvfile:  | 
            
            
                                                        
            
                                    
            
            
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                    92
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                            writer = csv.DictWriter(csvfile, fieldnames=fieldnames)  | 
            
            
                                                        
            
                                    
            
            
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                    93
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                            writer.writeheader()  | 
            
            
                                                        
            
                                    
            
            
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                    94
                 | 
                                    
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                            for subject in self:  | 
            
            
                                                        
            
                                    
            
            
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                    95
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                                row = {"uri": subject.uri, "notation": subject.notation or ""} | 
            
            
                                                        
            
                                    
            
            
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                    96
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                                if subject.labels:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    97
                 | 
                                    
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                                    for lang, label in subject.labels.items():  | 
            
            
                                                        
            
                                    
            
            
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                    98
                 | 
                                    
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                                        row[f"label_{lang}"] = label | 
            
            
                                                        
            
                                    
            
            
                | 
                    99
                 | 
                                    
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                                writer.writerow(row)  | 
            
            
                                                        
            
                                    
            
            
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                    100
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                    101
                 | 
                                    
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                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
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                    102
                 | 
                                    
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                    def load(cls, path: str) -> SubjectIndex:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    103
                 | 
                                    
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                        """Load a subject index from a CSV file and return it."""  | 
            
            
                                                        
            
                                    
            
            
                | 
                    104
                 | 
                                    
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                    105
                 | 
                                    
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                        corpus = annif.corpus.SubjectFileCSV(path)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    106
                 | 
                                    
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                        subject_index = cls()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    107
                 | 
                                    
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                 | 
                        subject_index.load_subjects(corpus)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    108
                 | 
                                    
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                        return subject_index  | 
            
            
                                                        
            
                                    
            
            
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                    109
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                    110
                 | 
                                    
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                    111
                 | 
                                    
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                class SubjectIndexFilter(SubjectIndex):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    112
                 | 
                                    
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                    """SubjectIndex implementation that filters another SubjectIndex based  | 
            
            
                                                        
            
                                    
            
            
                | 
                    113
                 | 
                                    
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                    on a list of subject URIs to exclude."""  | 
            
            
                                                        
            
                                    
            
            
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                    114
                 | 
                                    
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                | 
                    115
                 | 
                                    
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                    def __init__(self, subject_index: SubjectIndex, exclude: list[str]):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    116
                 | 
                                    
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                        self._subject_index = subject_index  | 
            
            
                                                        
            
                                    
            
            
                | 
                    117
                 | 
                                    
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                        self._exclude = set(exclude)  | 
            
            
                                                        
            
                                    
            
            
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                    118
                 | 
                                    
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                | 
                    119
                 | 
                                    
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                    def __len__(self) -> int:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    120
                 | 
                                    
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                        return len(self._subject_index)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    121
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    122
                 | 
                                    
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                    @property  | 
            
            
                                                        
            
                                    
            
            
                | 
                    123
                 | 
                                    
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                    def languages(self) -> list[str] | None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    124
                 | 
                                    
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                        return self._subject_index.languages  | 
            
            
                                                        
            
                                    
            
            
                | 
                    125
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    126
                 | 
                                    
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                    def __getitem__(self, subject_id: int) -> Subject:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    127
                 | 
                                    
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                 | 
                        subject = self._subject_index[subject_id]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    128
                 | 
                                    
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                 | 
                        if subject and subject.uri not in self._exclude:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    129
                 | 
                                    
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                            return subject  | 
            
            
                                                        
            
                                    
            
            
                | 
                    130
                 | 
                                    
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                 | 
                        return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    131
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    132
                 | 
                                    
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                 | 
                    def contains_uri(self, uri: str) -> bool:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        if uri in self._exclude:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    134
                 | 
                                    
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                 | 
                            return False  | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
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                 | 
                        return self._subject_index.contains_uri(uri)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    136
                 | 
                                    
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                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                    def by_uri(self, uri: str, warnings: bool = True) -> int | None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                        """return the subject ID of a subject by its URI, or None if not found.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        If warnings=True, log a warning message if the URI cannot be found."""  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
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                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        if uri in self._exclude:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                            return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                        return self._subject_index.by_uri(uri, warnings)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                    def by_label(self, label: str | None, language: str) -> int | None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                        """return the subject ID of a subject by its label in a given  | 
            
            
                                                        
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                        language"""  | 
            
            
                                                        
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                        subject_id = self._subject_index.by_label(label, language)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                        subject = self._subject_index[subject_id]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                        if subject is not None and subject.uri not in self._exclude:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                            return subject_id  | 
            
            
                                                        
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                        return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                    @property  | 
            
            
                                                        
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                    def active(self) -> list[tuple[int, Subject]]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                        """return a list of (subject_id, Subject) tuples of all subjects that  | 
            
            
                                                        
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                        are available for use"""  | 
            
            
                                                        
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                        return [  | 
            
            
                                                        
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                            (subject_id, subject)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                            for subject_id, subject in self._subject_index.active  | 
            
            
                                                        
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                            if subject.uri not in self._exclude  | 
            
            
                                                        
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                        ]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                 |