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                    1
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                """Classes for supporting subject corpora expressed as directories or files"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    2
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                    3
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                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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                import os.path  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    7
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                from typing import TYPE_CHECKING, Any  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8
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                    9
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                import annif  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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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 .skos import serialize_subjects_to_skos  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    13
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                from .types import Subject, SubjectCorpus  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    14
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                    15
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                if TYPE_CHECKING:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    16
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                    from collections.abc import Generator, Iterator  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    17
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                    18
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                    import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    19
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                    20
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                    from annif.vocab import SubjectIndex  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    21
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                    22
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                    23
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                class SubjectFileTSV(SubjectCorpus):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    24
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                    """A monolingual subject vocabulary stored in a TSV file."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    25
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                    26
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                    def __init__(self, path: str, language: str) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    27
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                        """initialize the SubjectFileTSV given a path to a TSV file and the  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    28
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                        language of the vocabulary"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    29
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                    30
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                        self.path = path  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    31
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                        self.language = language  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    32
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                    33
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                    def _parse_line(self, line: str) -> Iterator[Subject]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    34
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                        vals = line.strip().split("\t", 2) | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    35
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                        clean_uri = annif.util.cleanup_uri(vals[0])  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    36
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                        label = vals[1] if len(vals) >= 2 else None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    37
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                        labels = {self.language: label} if label else None | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    38
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                        notation = vals[2] if len(vals) >= 3 else None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    39
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                        yield Subject(uri=clean_uri, labels=labels, notation=notation)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    40
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                    41
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    42
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                    def languages(self) -> list[str]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    43
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                        return [self.language]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    44
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                    45
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    46
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                    def subjects(self) -> Generator:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    47
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                        with open(self.path, encoding="utf-8-sig") as subjfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    48
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                            for line in subjfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    49
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                                yield from self._parse_line(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    50
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                    51
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                    def save_skos(self, path: str) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    52
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                        """Save the contents of the subject vocabulary into a SKOS/Turtle  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    53
                 | 
                                    
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                        file with the given path name."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    54
                 | 
                                    
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                        serialize_subjects_to_skos(self.subjects, path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    55
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                    56
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    57
                 | 
                                    
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                class SubjectFileCSV(SubjectCorpus):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    58
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                    """A multilingual subject vocabulary stored in a CSV file."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    59
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    60
                 | 
                                    
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                    def __init__(self, path: str) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    61
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                        """initialize the SubjectFileCSV given a path to a CSV file"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    62
                 | 
                                    
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                        self.path = path  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    63
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                    64
                 | 
                                    
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                    def _parse_row(self, row: dict[str, str]) -> Iterator[Subject]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    65
                 | 
                                    
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                        labels = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    66
                 | 
                                    
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                            fname.replace("label_", ""): value or None | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    67
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                            for fname, value in row.items()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                            if fname.startswith("label_") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    69
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                        }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    70
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                    71
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                        # if there are no labels in any language, set labels to None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    72
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                        # indicating a deprecated subject  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    73
                 | 
                                    
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                        if set(labels.values()) == {None}: | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    74
                 | 
                                    
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                            labels = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    75
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                    76
                 | 
                                    
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                        yield Subject(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    77
                 | 
                                    
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                            uri=annif.util.cleanup_uri(row["uri"]),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    78
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                            labels=labels,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    79
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                            notation=row.get("notation", None) or None, | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    80
                 | 
                                    
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                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    81
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    82
                 | 
                                    
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    83
                 | 
                                    
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                    def languages(self) -> list[str]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    84
                 | 
                                    
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                        # infer the supported languages from the CSV column names  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    85
                 | 
                                    
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                        with open(self.path, encoding="utf-8-sig") as csvfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    86
                 | 
                                    
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                            reader = csv.reader(csvfile)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    87
                 | 
                                    
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                            fieldnames = next(reader, None)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    88
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    89
                 | 
                                    
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                        return [  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    90
                 | 
                                    
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                 | 
                            fname.replace("label_", "") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    91
                 | 
                                    
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                            for fname in fieldnames  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    92
                 | 
                                    
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                            if fname.startswith("label_") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    93
                 | 
                                    
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                        ]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    94
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    95
                 | 
                                    
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                    @property  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    96
                 | 
                                    
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                    def subjects(self) -> Generator:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                        with open(self.path, encoding="utf-8-sig") as csvfile:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                            reader = csv.DictReader(csvfile)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                            for row in reader:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    100
                 | 
                                    
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                 | 
                                yield from self._parse_row(row)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    101
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    102
                 | 
                                    
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                    def save_skos(self, path: str) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    103
                 | 
                                    
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                 | 
                        """Save the contents of the subject vocabulary into a SKOS/Turtle  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                        file with the given path name."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                        serialize_subjects_to_skos(self.subjects, path)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    106
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                    @staticmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    108
                 | 
                                    
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                 | 
                    def is_csv_file(path: str) -> bool:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                        """return True if the path looks like a CSV file"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    110
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                        return os.path.splitext(path)[1].lower() == ".csv"  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    112
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    113
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                class SubjectSet:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                    """Represents a set of subjects for a document."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    116
                 | 
                                    
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                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                    def __init__(self, subject_ids: Any | None = None) -> None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                        """Create a SubjectSet and optionally initialize it from an iterable  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                        of subject IDs"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                        if subject_ids:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                            # use set comprehension to eliminate possible duplicates  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                            self._subject_ids = list(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                                {subject_id for subject_id in subject_ids if subject_id is not None} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                            )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                        else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                            self._subject_ids = []  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                    def __len__(self) -> int:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                        return len(self._subject_ids)  | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                    def __getitem__(self, idx: int) -> int:  | 
            
            
                                                                        
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        return self._subject_ids[idx]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                    def __bool__(self) -> bool:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        return bool(self._subject_ids)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                    def __eq__(self, other: Any) -> bool:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                        if isinstance(other, SubjectSet):  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                            return self._subject_ids == other._subject_ids  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                        return False  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                    def from_string(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                        cls, subj_data: str, subject_index: SubjectIndex, language: str  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> SubjectSet:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                        subject_ids = set()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                        for line in subj_data.splitlines():  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                            uri, label = cls._parse_line(line)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                            if uri is not None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                                subject_ids.add(subject_index.by_uri(uri))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                                subject_ids.add(subject_index.by_label(label, language))  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                        return cls(subject_ids)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                    @staticmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                    def _parse_line(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        line: str,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> tuple[str | None, str | None]:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                        uri = label = None  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                        vals = line.split("\t") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                        for val in vals:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                            val = val.strip()  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                            if val == "":  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                            if val.startswith("<") and val.endswith(">"):  # URI | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                                uri = val[1:-1]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                                continue  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                            label = val  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                            break  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                        return uri, label  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                    def as_vector(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                        self, size: int | None = None, destination: np.ndarray | None = None  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> np.ndarray:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                        """Return the hits as a one-dimensional NumPy array in sklearn  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                        multilabel indicator format. Use destination array if given (not  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                        None), otherwise create and return a new one of the given size."""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                        if destination is None:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                            import numpy as np  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                            assert size is not None and size > 0  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                            destination = np.zeros(size, dtype=bool)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                        destination[list(self._subject_ids)] = True  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                                                                
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                        return destination  | 
            
            
                                                        
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                 |