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                    1
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                from inspect import cleandoc  | 
            
                            
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                    2
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                from typing import Mapping  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    3
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                    4
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                import typer  | 
            
                            
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                    5
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                    6
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                from mandos.entry.utils._arg_utils import ArgUtils, Opt  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    7
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                from mandos.model.apis.chembl_support.chembl_targets import ConfidenceLevel, TargetType  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    8
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                from mandos.model.apis.chembl_support.target_traversal import TargetTraversalStrategies  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    9
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                    10
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                    11
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                def _stringify(keys: Mapping[str, str]):  | 
            
            
                                                                        
                            
            
                                    
            
            
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                    12
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                    return ", ".join((k if v is None else f"{k} ({v.lower()})" for k, v in keys.items())) | 
            
                            
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                    13
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                    14
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                    15
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                class EntryArgs:  | 
            
                            
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                    16
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                    @staticmethod  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    17
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                    def key(name: str) -> typer.Option:  | 
            
                            
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                    18
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                        return typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    19
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                            name,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    20
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                            min=1,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    21
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                            max=120,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    22
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                            help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    23
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                                r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    24
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                                A unique key to designate the search.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    25
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                    26
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                                A <60-character name that describes the search and parameters.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    27
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                                Intermediate output filenames will use this value.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    28
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                                """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    29
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                            ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    30
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                        )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    31
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                    32
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                    check = Opt.flag(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    33
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                        r"Do not run searches; just check everything.",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    34
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                        hidden=True,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    35
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    36
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                    37
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                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    38
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                    #                                         CHEMBL                                              #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    39
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                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    40
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                    41
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                    traversal = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    42
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                        "@null",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    43
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                        "--traversal",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    44
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                        show_default=False,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    45
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                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    46
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                            rf"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    47
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                            Target traversal strategy name, file, or class.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    48
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                            This is an experimental option. See the docs.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    49
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                    50
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                            Can be one of:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    51
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                            (A) A standard strategy name, starting with @;  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    52
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                            (B) The path to a *.strat file; OR  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    53
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                            (C) The fully qualified name of a TargetTraversal  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    54
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                    55
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                            Standard strategies:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    56
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                 | 
                            {ArgUtils.list(TargetTraversalStrategies.standard_strategies(), sep="; ")} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    57
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                    58
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                            [default: @null] (leave targets as-is)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    59
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                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    60
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                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    61
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    62
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                    63
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                    target_types = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    64
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                        "@molecular",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    65
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                        "--targets",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    66
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                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    67
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                            f"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    68
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                            The accepted target types, comma-separated.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    69
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                    70
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                            NOTE: This affects only the types are are accepted after traversal,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    71
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                            and the types must be included in the traversal.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    72
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                            This means that this must be AT LEAST as restrictive as the traversal strategy.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    73
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                    74
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                            The ChEMBL-defined types are:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    75
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                            {ArgUtils.list(TargetType)} | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    76
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    77
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                            These special names are also accepted:  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    78
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                    79
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                            {ArgUtils.definition_bullets(TargetType.special_type_names())} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    80
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                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    81
                 | 
                                    
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                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    82
                 | 
                                    
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    83
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    84
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                    min_confidence = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    85
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                        3,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    86
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                        "--confidence",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    87
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                        min=0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    88
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                        max=9,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    89
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                        show_default=False,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    90
                 | 
                                    
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                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    91
                 | 
                                    
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                 | 
                            rf"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    92
                 | 
                                    
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                 | 
                            Minimum target confidence score, inclusive.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    94
                 | 
                                    
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                 | 
                            This is useful to modify in only some cases.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    95
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                                                     | 
                
                 | 
                            More important options are min_pchembl and taxa.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    96
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    97
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                 | 
                            Values are: {ArgUtils.list(ConfidenceLevel)} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    98
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    99
                 | 
                                    
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                 | 
                            [default: 3] ("Target assigned is molecular non-protein target") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    100
                 | 
                                    
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                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    101
                 | 
                                    
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                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    102
                 | 
                                    
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                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    103
                 | 
                                    
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    104
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                 | 
                    min_pchembl = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    105
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                 | 
                        0.0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                        "--pchembl",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                        min=0.0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                            Minimum pCHEMBL value, inclusive.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
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                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    112
                 | 
                                    
                                                     | 
                
                 | 
                            Set to 0 if "cutoff" is set.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    113
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                    binds_cutoff = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                        7.0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                        "--binding",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                        min=0.0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                        show_default=False,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                            Cutoff of pCHEMBL at which "binds" is declared.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                            Applies only if the relation is >, >=, =, or ~.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                            [default: 7.0 (100 nanomolar)]  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                    min_threshold = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                        70,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                        "--min-threshold",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                        min=70,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                            Minimum pCHEMBL threshold used to limit the true examples when training the QSAR model.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                            Must be either 70, 80, or 90.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                            An "active" or "inactive" prediction is required for this threshold or higher.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                    binding_search_name = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                        None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                            r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                            The fully qualified name of a class inheriting ``BindingSearch``.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                            If specified, all parameters above are passed to its constructor.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                    chembl_trial = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                        0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                        "--phase",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                            r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                            Minimum clinical trial phase, inclusive.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                            Values are: 0, 1, 2, 3.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                        min=0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        max=3,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                    atc_level = typer.Option("1,2,3,4", help="""List of ATC levels, comma-separated.""") | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                    #                                         PUBCHEM                                             #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                    min_cooccurrence_score = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                        0.0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                        help=r"Minimum enrichment score, inclusive. See the docs.",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                        min=0.0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                    min_cooccurring_articles = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                        0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                        help=r"Minimum number of articles for both the compound and object, inclusive.",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                        min=0,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                    match_name = Opt.flag(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                        r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                        Require that the name of the compound(s) exactly matches those on PubChem (case-insensitive).  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                    banned_sources = Opt.val(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                        r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                        Comma-separated list of sources to exclude.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                    min_nanomolar = Opt.val(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                        r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                        Minimum tissue concentration in nanomolar required to include.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                        """,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                        default=1,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                    acute_effect_level = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                        2,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                        min=1,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                        max=2,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                            r"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                            The level in the ChemIDPlus hierarchy of effect names.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                            (E.g. 'behavioral' for level 1 and 'behavioral: excitement' for level 2.)  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    218
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    219
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    220
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    221
                 | 
                                    
                                                     | 
                
                 | 
                    KNOWN_USEFUL_KEYS: Mapping[str, str] = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    222
                 | 
                                    
                                                     | 
                
                 | 
                        "weight": "Molecular Weight",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    223
                 | 
                                    
                                                     | 
                
                 | 
                        "xlogp3": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    224
                 | 
                                    
                                                     | 
                
                 | 
                        "hydrogen-bond-donors": "Hydrogen Bond Donor Count",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    225
                 | 
                                    
                                                     | 
                
                 | 
                        "hydrogen-bond-acceptors": "Hydrogen Bond Acceptor Count",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    226
                 | 
                                    
                                                     | 
                
                 | 
                        "rotatable-bonds": "Rotatable Bond Count",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    227
                 | 
                                    
                                                     | 
                
                 | 
                        "exact-mass": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    228
                 | 
                                    
                                                     | 
                
                 | 
                        "monoisotopic-mass": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    229
                 | 
                                    
                                                     | 
                
                 | 
                        "tpsa": "Topological Polar Surface Area",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    230
                 | 
                                    
                                                     | 
                
                 | 
                        "heavy-atoms": "Heavy Atom Count",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    231
                 | 
                                    
                                                     | 
                
                 | 
                        "charge": "Formal Charge",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    232
                 | 
                                    
                                                     | 
                
                 | 
                        "complexity": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    233
                 | 
                                    
                                                     | 
                
                 | 
                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    234
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    235
                 | 
                                    
                                                     | 
                
                 | 
                    KNOWN_USELESS_KEYS: Mapping[str, str] = { | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    236
                 | 
                                    
                                                     | 
                
                 | 
                        "components": "Covalently-Bonded Unit Count",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    237
                 | 
                                    
                                                     | 
                
                 | 
                        "isotope-atoms": "Isotope Atom Count",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    238
                 | 
                                    
                                                     | 
                
                 | 
                        "defined-atom-stereocenter-count": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    239
                 | 
                                    
                                                     | 
                
                 | 
                        "undefined-atom-stereocenter-count": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    240
                 | 
                                    
                                                     | 
                
                 | 
                        "defined-bond-stereocenter-count": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    241
                 | 
                                    
                                                     | 
                
                 | 
                        "undefined-bond-stereocenter-count": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    242
                 | 
                                    
                                                     | 
                
                 | 
                        "compound-is-canonicalized": None,  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    243
                 | 
                                    
                                                     | 
                
                 | 
                    }  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    244
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    245
                 | 
                                    
                                                     | 
                
                 | 
                    pubchem_computed_keys = typer.Option(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    246
                 | 
                                    
                                                     | 
                
                 | 
                        "weight,xlogp3,tpsa,complexity,exact-mass,heavy-atom-count,charge",  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    247
                 | 
                                    
                                                     | 
                
                 | 
                        help=cleandoc(  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    248
                 | 
                                    
                                                     | 
                
                 | 
                            rf"""  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    249
                 | 
                                    
                                                     | 
                
                 | 
                            The keys of the computed properties, comma-separated.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    250
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    251
                 | 
                                    
                                                     | 
                
                 | 
                            Keys are case-insensitive and mainly ignore punctuation.  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    252
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    253
                 | 
                                    
                                                     | 
                
                 | 
                            Main keys: {_stringify(KNOWN_USEFUL_KEYS)} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    254
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    255
                 | 
                                    
                                                     | 
                
                 | 
                            Less-useful keys: {_stringify(KNOWN_USELESS_KEYS)} | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    256
                 | 
                                    
                                                     | 
                
                 | 
                            """  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    257
                 | 
                                    
                                                     | 
                
                 | 
                        ),  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    258
                 | 
                                    
                                                     | 
                
                 | 
                    )  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    259
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    260
                 | 
                                    
                                                     | 
                
                 | 
                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    261
                 | 
                                    
                                                     | 
                
                 | 
                    #                                           G2P                                               #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    262
                 | 
                                    
                                                     | 
                
                 | 
                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    263
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    264
                 | 
                                    
                                                     | 
                
                 | 
                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    265
                 | 
                                    
                                                     | 
                
                 | 
                    #                                          HMDB                                               #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    266
                 | 
                                    
                                                     | 
                
                 | 
                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
                    267
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                                                                            
                            
            
                                    
            
            
                | 
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                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    #                                          META                                               #  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                    ###############################################################################################  | 
            
            
                                                                                                            
                            
            
                                    
            
            
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                __all__ = ["EntryArgs"]  | 
            
            
                                                        
            
                                    
            
            
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