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                from __future__ import annotations  | 
            
                            
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                    2
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                    3
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                import abc  | 
            
            
                                                        
            
                                    
            
            
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                    4
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                import enum  | 
            
                            
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                    5
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                import logging  | 
            
                            
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                    6
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                import re  | 
            
            
                                                        
            
                                    
            
            
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                    7
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                from dataclasses import dataclass  | 
            
            
                                                        
            
                                    
            
            
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                    8
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                from typing import Sequence, Type, Union, FrozenSet, Optional, TypeVar, Any  | 
            
                            
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                    9
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                    10
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                from pocketutils.core.dot_dict import NestedDotDict  | 
            
                            
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                    11
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                    12
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                from mandos.model import AbstractHit, Search  | 
            
            
                                                        
            
                                    
            
            
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                    13
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                from mandos.chembl_api import ChemblApi  | 
            
            
                                                        
            
                                    
            
            
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                    14
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                from mandos.model.settings import Settings  | 
            
            
                                                        
            
                                    
            
            
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                    15
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                from mandos.model.taxonomy import Taxonomy  | 
            
            
                                                        
            
                                    
            
            
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                    16
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                from mandos.pubchem_api import (  | 
            
                            
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                    17
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                    CachingPubchemApi,  | 
            
            
                                                        
            
                                    
            
            
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                    18
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                    QueryingPubchemApi,  | 
            
            
                                                        
            
                                    
            
            
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                    19
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                    PubchemData,  | 
            
            
                                                        
            
                                    
            
            
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                    20
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                    TitleAndSummary,  | 
            
            
                                                        
            
                                    
            
            
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                    21
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                    RelatedRecords,  | 
            
            
                                                        
            
                                    
            
            
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                    22
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                    ChemicalAndPhysicalProperties,  | 
            
            
                                                        
            
                                    
            
            
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                    23
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                    DrugAndMedicationInformation,  | 
            
            
                                                        
            
                                    
            
            
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                    24
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                    PharmacologyAndBiochemistry,  | 
            
            
                                                        
            
                                    
            
            
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                    25
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                    SafetyAndHazards,  | 
            
            
                                                        
            
                                    
            
            
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                    26
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                    Toxicity,  | 
            
            
                                                        
            
                                    
            
            
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                    27
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                    AssociatedDisordersAndDiseases,  | 
            
            
                                                        
            
                                    
            
            
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                    28
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                    Literature,  | 
            
            
                                                        
            
                                    
            
            
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                    29
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                    BiomolecularInteractionsAndPathways,  | 
            
            
                                                        
            
                                    
            
            
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                    30
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                    Classification,  | 
            
            
                                                        
            
                                    
            
            
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                    31
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                )  | 
            
            
                                                        
            
                                    
            
            
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                    33
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                    34
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                @dataclass(frozen=True, order=True, repr=True)  | 
            
                            
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                    35
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                class PubchemClassHit(AbstractHit):  | 
            
            
                                                        
            
                                    
            
            
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                    36
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                    @property  | 
            
            
                                                        
            
                                    
            
            
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                    37
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                    def predicate(self) -> str:  | 
            
            
                                                        
            
                                    
            
            
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                    38
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                        return "is in"  | 
            
            
                                                        
            
                                    
            
            
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                    39
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                    40
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                    41
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                H = TypeVar("H", bound=AbstractHit, covariant=True) | 
            
                            
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                    42
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                    43
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                    44
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                class PubchemSearch(Search[H], metaclass=abc.ABCMeta):  | 
            
                            
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                    45
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                    def __init__(self, chembl_api: ChemblApi, config: Settings, tax: Taxonomy):  | 
            
            
                                                        
            
                                    
            
            
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                    46
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                        super().__init__(chembl_api, config, tax)  | 
            
            
                                                        
            
                                    
            
            
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                    47
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                        self.pubchem_api = CachingPubchemApi(config.cache_path, QueryingPubchemApi(), compress=True)  | 
            
            
                                                        
            
                                    
            
            
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                    48
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                    49
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                    def find(self, lookup: str) -> Sequence[H]:  | 
            
                            
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                    50
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                        data = self.pubchem_api.fetch_data(lookup)  | 
            
            
                                                        
            
                                    
            
            
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                    51
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                        return self.process(lookup, data)  | 
            
            
                                                        
            
                                    
            
            
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                    52
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                    53
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                    def process(self, lookup: str, data: PubchemData) -> Sequence[H]:  | 
            
                            
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                    54
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                        raise NotImplementedError()  | 
            
            
                                                        
            
                                    
            
            
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                    55
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                    56
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                    57
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                class PubchemSearchFactory:  | 
            
                            
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                    58
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                    59
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                    pattern = re.compile(r"(?<!^)(?=[A-Z])")  | 
            
            
                                                        
            
                                    
            
            
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                    60
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                    61
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                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
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                    62
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                    def cat(  | 
            
                            
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                    63
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                        cls, full_field, name: Optional[str] = None, object_field: Optional[str] = None  | 
            
                            
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                    64
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                    ) -> Type[PubchemSearch]:  | 
            
            
                                                        
            
                                    
            
            
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                    65
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                        clazz_name, field_name = str(full_field).split(" ", 3)[-2].split(".") | 
            
            
                                                        
            
                                    
            
            
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                    66
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                        clazz_name = PubchemSearchFactory.pattern.sub("_", clazz_name.__name__).lower() | 
            
            
                                                        
            
                                    
            
            
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                    67
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                        if name is None:  | 
            
            
                                                        
            
                                    
            
            
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                    68
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                            name = field_name.replace("_", " ") | 
            
            
                                                        
            
                                    
            
            
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                    69
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                    70
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                        class MyClassSearch(PubchemSearch[PubchemClassHit]):  | 
            
                            
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                    71
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                            def process(self, lookup: str, data: PubchemData) -> Sequence[PubchemClassHit]:  | 
            
                            
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                    72
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                                values = getattr(getattr(data, clazz_name), field_name)  | 
            
            
                                                        
            
                                    
            
            
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                    73
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                                if object_field is not None:  | 
            
            
                                                        
            
                                    
            
            
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                    74
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                                    values = frozenset([getattr(x, object_field) for x in values])  | 
            
            
                                                        
            
                                    
            
            
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                    75
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                                if not isinstance(values, frozenset):  | 
            
            
                                                        
            
                                    
            
            
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                    76
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                                    values = frozenset({values}) | 
            
            
                                                        
            
                                    
            
            
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                    77
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                                hits = []  | 
            
            
                                                        
            
                                    
            
            
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                    78
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                                for value in values:  | 
            
            
                                                        
            
                                    
            
            
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                    79
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                                    """  | 
            
            
                                                        
            
                                    
            
            
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                    80
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                                    record_id: Optional[str]  | 
            
            
                                                        
            
                                    
            
            
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                    81
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                                    compound_id: str  | 
            
            
                                                        
            
                                    
            
            
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                    82
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                                    inchikey: str  | 
            
            
                                                        
            
                                    
            
            
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                    83
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                                    compound_lookup: str  | 
            
            
                                                        
            
                                    
            
            
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                    84
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                                    compound_name: str  | 
            
            
                                                        
            
                                    
            
            
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                    85
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                                    object_id: str  | 
            
            
                                                        
            
                                    
            
            
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                    86
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                                    object_name: str  | 
            
            
                                                        
            
                                    
            
            
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                    87
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                                    """  | 
            
                            
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                    88
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                                    hit = PubchemClassHit(  | 
            
                            
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                    89
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                                        record_id=None,  | 
            
            
                                                        
            
                                    
            
            
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                    90
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                                        compound_id=str(data.cid),  | 
            
            
                                                        
            
                                    
            
            
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                    91
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                                        inchikey=data.chemical_and_physical_properties.inchikey,  | 
            
            
                                                        
            
                                    
            
            
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                    92
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                                        compound_lookup=lookup,  | 
            
            
                                                        
            
                                    
            
            
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                    93
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                                        compound_name=data.name,  | 
            
            
                                                        
            
                                    
            
            
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                    94
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                                        object_id=str(value),  | 
            
            
                                                        
            
                                    
            
            
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                    95
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                                        object_name=str(value),  | 
            
            
                                                        
            
                                    
            
            
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                    96
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                                    )  | 
            
            
                                                        
            
                                    
            
            
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                    97
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                                return hits  | 
            
            
                                                        
            
                                    
            
            
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                    98
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                    99
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                        MyClassSearch.__name__ = name  | 
            
            
                                                        
            
                                    
            
            
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                    100
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                        return MyClassSearch  | 
            
            
                                                        
            
                                    
            
            
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                    101
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                    102
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                    103
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                F = PubchemSearchFactory  | 
            
                            
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                    104
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                P = PubchemData  | 
            
                            
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                    105
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                    106
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                DeaClassSearch = F.cat(DrugAndMedicationInformation.dea_class)  | 
            
            
                                                        
            
                                    
            
            
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                    107
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                DeaScheduleSearch = F.cat(DrugAndMedicationInformation.dea_schedule)  | 
            
            
                                                        
            
                                    
            
            
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                    108
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                HsdbUsesSearch = F.cat(DrugAndMedicationInformation.hsdb_uses)  | 
            
            
                                                        
            
                                    
            
            
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                    109
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                ClinicalTrialsSearch = F.cat(DrugAndMedicationInformation.clinical_trials)  | 
            
            
                                                        
            
                                    
            
            
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                    110
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