| 1 |  |  | from __future__ import annotations | 
                            
                    |  |  |  | 
                                                                                        
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                | 2 |  |  | import enum | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  | import re | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | import typing | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  | from dataclasses import dataclass | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | from datetime import date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  | from typing import Union, Optional, FrozenSet, Sequence, Mapping, Set | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | from pocketutils.core.dot_dict import NestedDotDict | 
                            
                    |  |  |  | 
                                                                                        
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                | 10 |  |  | from pocketutils.tools.string_tools import StringTools | 
                            
                    |  |  |  | 
                                                                                        
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                | 11 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | from mandos.model import MandosResources, CleverEnum | 
                            
                    |  |  |  | 
                                                                                        
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                | 13 |  |  | from mandos.model.pubchem_support._nav_fns import Mapx | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  | hazards = { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  |     d["code"]: d for d in NestedDotDict.read_toml(MandosResources.path("hazards.toml"))["signals"] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  | @dataclass(frozen=True, repr=True, eq=True, order=True) | 
                            
                    |  |  |  | 
                                                                                        
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                | 21 |  |  | class ComputedProperty: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  |     key: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |     value: Union[int, str, float, bool] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  |     unit: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |     ref: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  |     def req_is(self, type_) -> Union[int, str, float, bool]: | 
                            
                    |  |  |  | 
                                                                                        
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                | 28 |  |  |         if not isinstance(self.value, type_): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  |             raise TypeError(f"{self.key}->{self.value} has {type(self.value)}, not {type_}") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |         return self.value | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |     def as_str(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
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                | 34 |  |  |         return f"{self.value} {self.unit}" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  | class Code(str): | 
                            
                    |  |  |  | 
                                                                                        
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                | 38 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |     def type_name(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
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                | 40 |  |  |         return self.__class__.__name__.lower() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  |  | 
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 42 |  | View Code Duplication |     @classmethod | 
                            
                    |  |  |  | 
                                                                                        
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                | 43 |  |  |     def of(cls, value: Union[str, int, float]): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
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                | 44 |  |  |         if isinstance(value, float): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |             try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |                 value = int(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |                 value = StringTools.strip_off_end(str(value).strip(), ".0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |             except ArithmeticError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |                 value = str(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |                 value = StringTools.strip_off_end(str(value).strip(), ".0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |         value = str(value).strip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |         return cls(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |  | 
            
                                                                                                            
                            
            
                                                                    
                                                                                                        
            
            
                | 54 |  | View Code Duplication |     @classmethod | 
                            
                    |  |  |  | 
                                                                                        
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                | 55 |  |  |     def of_nullable(cls, value: Union[None, str, int, float]): | 
                            
                    |  |  |  | 
                                                                                        
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                | 56 |  |  |         if value is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |             return None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |         if isinstance(value, float): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |             try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |                 value = int(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |                 value = StringTools.strip_off_end(str(value).strip(), ".0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |             except ArithmeticError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |                 value = str(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |                 value = StringTools.strip_off_end(str(value).strip(), ".0") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         value = str(value).strip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         return cls(value) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  | class Codes: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |     These turn out to be extremely useful for documenting return types. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |     For example, ``DrugbankInteraction`` might have a ``gene`` field, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |     which can be described as a ``GenecardSymbol`` if known. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |     class ChemIdPlusOrganism(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |         E.g. 'women', 'frog', 'infant', or 'domestic animals - goat/sheep' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |         @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |         def is_human(self) -> bool: | 
                            
                    |  |  |  | 
                                                                                        
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                | 83 |  |  |             return str(self) in {"women", "woman", "men", "man", "infant", "infants", "human"} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |     class ChemIdPlusEffect(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |         E.g. 'BEHAVIORAL: MUSCLE WEAKNESS' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |         @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |         def category(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
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                | 92 |  |  |             return self[: self.index(":")].strip() | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 93 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 94 |  |  |         @property | 
            
                                                                        
                            
            
                                    
            
            
                | 95 |  |  |         def subcategory(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
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                | 96 |  |  |             return self[self.index(":") + 1 :].strip() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |     class EcNumber(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |         e.g. 'EC:4.6.1.1' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |     class GeneId(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |         GeneCard, UniProt gene name, etc. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         e.g. 'slc1a2' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |     class ClinicaltrialId(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |         From clinicaltrials.gov | 
            
                                                                                                            
                            
            
                                    
            
            
                | 112 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 113 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 114 |  |  |     class GenericDiseaseCode(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 115 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 116 |  |  |         From clinicaltrials.gov; pure int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 117 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 118 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 119 |  |  |     class GenecardSymbol(GeneId): | 
                            
                    |  |  |  | 
                                                                                        
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                | 120 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 121 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |     class UniprotId(GeneId): | 
                            
                    |  |  |  | 
                                                                                        
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                | 123 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |     class PubchemCompoundId(Code): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |         e.g. 2352 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |         @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |         def value(self) -> int: | 
                            
                    |  |  |  | 
                                                                                        
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                | 132 |  |  |             return int(self) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |     class AtcCode(Code): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |     class PubmedId(Code): | 
                            
                    |  |  |  | 
                                                                                        
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                | 138 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |     class Doi(Code): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |     class MeshCode(Code): | 
                            
                    |  |  |  | 
                                                                                        
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                | 144 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |     class PdbId(Code): | 
                            
                    |  |  |  | 
                                                                                        
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                | 147 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |     class MeshHeading(Code): | 
                            
                    |  |  |  | 
                                                                                        
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                | 150 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |     class MeshSubheading(Code): | 
                            
                    |  |  |  | 
                                                                                        
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                | 153 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |     class DrugbankCompoundId(Code): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |     class DeaSchedule(Code): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |         @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |         def value(self) -> int: | 
                            
                    |  |  |  | 
                                                                                        
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                | 163 |  |  |             return Mapx.roman_to_arabic(1, 5)(self) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |     class GhsCode(Code): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |         """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  | class CoOccurrenceType(enum.Enum): | 
                            
                    |  |  |  | 
                                                                                        
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                | 170 |  |  |     chemical = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |     gene = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |     disease = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |     def x_name(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
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                | 176 |  |  |         if self is CoOccurrenceType.chemical: | 
                            
                    |  |  |  | 
                                                                                        
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                | 177 |  |  |             return "ChemicalNeighbor" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |         elif self is CoOccurrenceType.gene: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |             return "ChemicalGeneSymbolNeighbor" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |         elif self is CoOccurrenceType.disease: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |             return "ChemicalDiseaseNeighbor" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |         raise AssertionError(f"{self} not found!!") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |     def id_name(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |         if self is CoOccurrenceType.chemical: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |             return "CID" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |         elif self is CoOccurrenceType.gene: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |             return "GeneSymbol" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |         elif self is CoOccurrenceType.disease: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |             return "MeSH" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |         raise AssertionError(f"{self} not found!!") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  | class ClinicalTrialsGovUtils: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |     def phase_map(cls) -> Mapping[str, float]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |         return { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |             "Phase 4": 4, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |             "Phase 3": 3, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |             "Phase 2": 2, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |             "Phase 1": 1, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |             "Early Phase 1": 1.5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |             "Phase 2/Phase 3": 2.5, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |             "N/A": 0, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |     def known_phases(cls) -> Set[float]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |         return set(cls.phase_map().values()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |     def resolve_statuses(cls, st: str) -> Set[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |         found = set() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         for s in st.lower().split(","): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |             s = s.strip() | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |             if s == "@all": | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |                 match = cls.known_statuses() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |             elif s in cls.known_statuses(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |                 match = {s} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |                 raise ValueError(s) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |             for m in match: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |                 found.add(m) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |         return found | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |     def known_statuses(cls) -> Set[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |         return set(cls.status_map().values()) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |     def status_map(cls) -> Mapping[str, str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |         return { | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |             "Unknown status": "unknown", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |             "Completed": "completed", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |             "Terminated": "stopped", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |             "Suspended": "stopped", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |             "Withdrawn": "stopped", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |             "Not yet recruiting": "ongoing", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |             "Recruiting": "ongoing", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |             "Enrolling by invitation": "ongoing", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |             "Active, not recruiting": "ongoing", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |             "Available": "completed", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |             "No longer available": "completed", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |             "Temporarily not available": "completed", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |             "Approved for marketing": "completed", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |         } | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  | class ClinicalTrial: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |     ctid: Codes.ClinicaltrialId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |     title: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |     conditions: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  |     disease_ids: FrozenSet[Codes.ClinicaltrialId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 256 |  |  |     phase: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 257 |  |  |     status: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 258 |  |  |     interventions: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 259 |  |  |     cids: FrozenSet[Codes.PubchemCompoundId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 260 |  |  |     source: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 261 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 262 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 263 |  |  |     def mapped_phase(self) -> float: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 264 |  |  |         return ClinicalTrialsGovUtils.phase_map().get(self.phase, 0) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 265 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 266 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 267 |  |  |     def mapped_status(self) -> str: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 268 |  |  |         return ClinicalTrialsGovUtils.status_map().get(self.status, "unknown") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 269 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 270 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 271 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 272 |  |  | class GhsCode: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 273 |  |  |     code: Codes.GhsCode | 
            
                                                                                                            
                            
            
                                    
            
            
                | 274 |  |  |     statement: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 275 |  |  |     clazz: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 276 |  |  |     categories: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 277 |  |  |     signal_word: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 278 |  |  |     type: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 279 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 280 |  |  |     @classmethod | 
            
                                                                                                            
                            
            
                                    
            
            
                | 281 |  |  |     def find(cls, code: str) -> GhsCode: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 282 |  |  |         h = hazards[code] | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 283 |  |  |         cats = h["category"]  # TODO | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 284 |  |  |         return GhsCode( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 285 |  |  |             code=Codes.GhsCode(code), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 286 |  |  |             statement=h["statement"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 287 |  |  |             clazz=h["class"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 288 |  |  |             categories=cats, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 289 |  |  |             signal_word=h["signal_word"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 290 |  |  |             type=h["type"], | 
            
                                                                                                            
                            
            
                                    
            
            
                | 291 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 292 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 293 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 294 |  |  |     def level(self) -> int: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 295 |  |  |         return int(self.code[1]) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 296 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 297 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 298 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 299 |  |  | class AcuteEffectEntry: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 300 |  |  |     gid: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 301 |  |  |     effects: FrozenSet[Codes.ChemIdPlusEffect] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 302 |  |  |     organism: Codes.ChemIdPlusOrganism | 
            
                                                                                                            
                            
            
                                    
            
            
                | 303 |  |  |     test_type: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 304 |  |  |     route: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 305 |  |  |     dose: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 306 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 307 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 308 |  |  |     def mg_per_kg(self) -> float: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 309 |  |  |         # TODO: Could it ever start with just a dot; e.g. '.175'? | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 310 |  |  |         match = re.compile(r".+?\((\d+(?:.\d+)?) *mg/kg\)").fullmatch(self.dose) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 311 |  |  |         if match is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 312 |  |  |             raise ValueError(f"Dose {self.dose} (accute effect {self.gid}) could not be parsed") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 313 |  |  |         return float(match.group(1)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 314 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 315 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 316 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 317 |  |  | class AssociatedDisorder: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 318 |  |  |     gid: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 319 |  |  |     disease_id: Codes.MeshCode | 
            
                                                                                                            
                            
            
                                    
            
            
                | 320 |  |  |     disease_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 321 |  |  |     evidence_type: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 322 |  |  |     n_refs: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 323 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 324 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 325 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 326 |  |  | class AtcCode: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 327 |  |  |     code: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 328 |  |  |     name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 329 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 330 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 331 |  |  |     def level(self) -> int: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 332 |  |  |         return len(self.parts) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 333 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 334 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 335 |  |  |     def parts(self) -> Sequence[str]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 336 |  |  |         pat = re.compile(r"([A-Z])([0-9]{2})?([A-Z])?([A-Z])?([A-Z])?") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 337 |  |  |         match = pat.fullmatch(self.code) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 338 |  |  |         return [g for g in match.groups() if g is not None] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 339 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 340 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 341 |  |  | class DrugbankTargetType(enum.Enum): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 342 |  |  |     target = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 343 |  |  |     carrier = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 344 |  |  |     transporter = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 345 |  |  |     enzyme = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 346 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 347 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 348 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 349 |  |  | class DrugbankInteraction: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 350 |  |  |     record_id: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 351 |  |  |     gene_symbol: Codes.GeneId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 352 |  |  |     action: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 353 |  |  |     protein_id: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 354 |  |  |     target_type: DrugbankTargetType | 
            
                                                                                                            
                            
            
                                    
            
            
                | 355 |  |  |     target_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 356 |  |  |     general_function: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 357 |  |  |     specific_function: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 358 |  |  |     pmids: FrozenSet[Codes.PubmedId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 359 |  |  |     dois: FrozenSet[Codes.Doi] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 360 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 361 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 362 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 363 |  |  | class DrugbankDdi: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 364 |  |  |     drug_drugbank_id: Codes.DrugbankCompoundId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 365 |  |  |     drug_pubchem_id: Codes.PubchemCompoundId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 366 |  |  |     drug_drugbank_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 367 |  |  |     description: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 368 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 369 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 370 |  |  | class Activity(enum.Enum): | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 371 |  |  |     active = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 372 |  |  |     inactive = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 373 |  |  |     inconclusive = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 374 |  |  |     unspecified = enum.auto() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 375 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 376 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 377 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 378 |  |  | class Bioactivity: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 379 |  |  |     assay_id: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 380 |  |  |     assay_type: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 381 |  |  |     assay_ref: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 382 |  |  |     assay_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 383 |  |  |     assay_made_date: date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 384 |  |  |     gene_id: Optional[Codes.GeneId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 385 |  |  |     tax_id: Optional[int] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 386 |  |  |     pmid: Optional[Codes.PubmedId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 387 |  |  |     activity: Optional[Activity] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 388 |  |  |     activity_name: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 389 |  |  |     activity_value: Optional[float] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 390 |  |  |     target_name: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 391 |  |  |     compound_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 392 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 393 |  |  |     @property | 
            
                                                                                                            
                            
            
                                    
            
            
                | 394 |  |  |     def target_name_abbrev_species(self) -> typing.Tuple[Optional[str], str, Optional[str]]: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 395 |  |  |         # first, look for a species name in parentheses | 
            
                                                                                                            
                            
            
                                    
            
            
                | 396 |  |  |         # We use \)+ at the end instead of \) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 397 |  |  |         # this is to catch cases where we have parentheses inside of the species name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 398 |  |  |         # this happens with some virus strains, for e.g. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 399 |  |  |         match = re.compile(r"^(.+?)\(([^)]+)\)+$").fullmatch(self.target_name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 400 |  |  |         if match is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 401 |  |  |             species = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 402 |  |  |             target = self.target_name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 403 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 404 |  |  |             species = match.group(2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 405 |  |  |             target = match.group(1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 406 |  |  |         # now try to get an abbreviation | 
            
                                                                                                            
                            
            
                                    
            
            
                | 407 |  |  |         match = re.compile(r"^ *([^ ]+) +- +(.+)$").fullmatch(target) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 408 |  |  |         if match is None: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 409 |  |  |             abbrev = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 410 |  |  |             name = target | 
            
                                                                                                            
                            
            
                                    
            
            
                | 411 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 412 |  |  |             abbrev = match.group(1) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 413 |  |  |             name = match.group(2) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 414 |  |  |         return name, abbrev, species | 
            
                                                                                                            
                            
            
                                    
            
            
                | 415 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 416 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 417 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 418 |  |  | class PdbEntry: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 419 |  |  |     pdbid: Codes.PdbId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 420 |  |  |     title: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 421 |  |  |     exp_method: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 422 |  |  |     resolution: float | 
            
                                                                                                            
                            
            
                                    
            
            
                | 423 |  |  |     lig_names: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 424 |  |  |     cids: FrozenSet[Codes.PubchemCompoundId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 425 |  |  |     uniprot_ids: FrozenSet[Codes.UniprotId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 426 |  |  |     pmids: FrozenSet[Codes.PubmedId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 427 |  |  |     dois: FrozenSet[Codes.Doi] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 428 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 429 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 430 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 431 |  |  | class PubmedEntry: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 432 |  |  |     pmid: Codes.PubmedId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 433 |  |  |     article_type: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 434 |  |  |     pmidsrcs: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 435 |  |  |     mesh_headings: FrozenSet[Codes.MeshHeading] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 436 |  |  |     mesh_subheadings: FrozenSet[Codes.MeshSubheading] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 437 |  |  |     mesh_codes: FrozenSet[Codes.MeshCode] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 438 |  |  |     cids: FrozenSet[Codes.PubchemCompoundId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 439 |  |  |     article_title: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 440 |  |  |     article_abstract: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 441 |  |  |     journal_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 442 |  |  |     pub_date: date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 443 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 444 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 445 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 446 |  |  | class Publication: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 447 |  |  |     pmid: Codes.PubmedId | 
            
                                                                                                            
                            
            
                                    
            
            
                | 448 |  |  |     pub_date: date | 
            
                                                                                                            
                            
            
                                    
            
            
                | 449 |  |  |     is_review: bool | 
            
                                                                                                            
                            
            
                                    
            
            
                | 450 |  |  |     title: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 451 |  |  |     journal: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 452 |  |  |     relevance_score: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 453 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 454 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 455 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                            
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 456 |  |  | class CoOccurrence: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 457 |  |  |     neighbor_id: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 458 |  |  |     neighbor_name: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 459 |  |  |     kind: CoOccurrenceType | 
            
                                                                                                            
                            
            
                                    
            
            
                | 460 |  |  |     # https://pubchemdocs.ncbi.nlm.nih.gov/knowledge-panels | 
            
                                                                                                            
                            
            
                                    
            
            
                | 461 |  |  |     article_count: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 462 |  |  |     query_article_count: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 463 |  |  |     neighbor_article_count: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 464 |  |  |     score: int | 
            
                                                                                                            
                            
            
                                    
            
            
                | 465 |  |  |     publications: FrozenSet[Publication] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 466 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 467 |  |  |     def strip_pubs(self) -> CoOccurrence: | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 468 |  |  |         return CoOccurrence( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 469 |  |  |             self.neighbor_id, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 470 |  |  |             self.neighbor_name, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 471 |  |  |             self.kind, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 472 |  |  |             self.article_count, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 473 |  |  |             self.query_article_count, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 474 |  |  |             self.neighbor_article_count, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 475 |  |  |             self.score, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 476 |  |  |             frozenset({}), | 
            
                                                                                                            
                            
            
                                    
            
            
                | 477 |  |  |         ) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 478 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 479 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 480 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 481 |  |  | class DrugGeneInteraction: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 482 |  |  |     """""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 483 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 484 |  |  |     gene_name: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 485 |  |  |     gene_claim_id: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 486 |  |  |     source: str | 
            
                                                                                                            
                            
            
                                    
            
            
                | 487 |  |  |     interactions: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 488 |  |  |     pmids: FrozenSet[Codes.PubmedId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 489 |  |  |     dois: FrozenSet[Codes.Doi] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 490 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 491 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 492 |  |  | @dataclass(frozen=True, repr=True, eq=True) | 
                            
                    |  |  |  | 
                                                                                        
                                                                                     | 
            
                                                                                                            
                            
            
                                    
            
            
                | 493 |  |  | class ChemicalGeneInteraction: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 494 |  |  |     gene_name: Optional[Codes.GeneId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 495 |  |  |     interactions: FrozenSet[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 496 |  |  |     tax_id: Optional[int] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 497 |  |  |     tax_name: Optional[str] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 498 |  |  |     pmids: FrozenSet[Codes.PubmedId] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 499 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 500 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 501 |  |  | __all__ = [ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 502 |  |  |     "ClinicalTrial", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 503 |  |  |     "AssociatedDisorder", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 504 |  |  |     "AtcCode", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 505 |  |  |     "DrugbankInteraction", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 506 |  |  |     "DrugbankDdi", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 507 |  |  |     "Bioactivity", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 508 |  |  |     "Activity", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 509 |  |  |     "DrugGeneInteraction", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 510 |  |  |     "ChemicalGeneInteraction", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 511 |  |  |     "GhsCode", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 512 |  |  |     "PubmedEntry", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 513 |  |  |     "Code", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 514 |  |  |     "Codes", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 515 |  |  |     "CoOccurrenceType", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 516 |  |  |     "CoOccurrence", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 517 |  |  |     "Publication", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 518 |  |  |     "ComputedProperty", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 519 |  |  |     "ClinicalTrialsGovUtils", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 520 |  |  |     "AcuteEffectEntry", | 
            
                                                                                                            
                            
            
                                    
            
            
                | 521 |  |  |     "DrugbankTargetType", | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 522 |  |  | ] | 
            
                                                        
            
                                    
            
            
                | 523 |  |  |  |