| 
                    1
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    2
                 | 
                                    
                                                     | 
                
                 | 
                Support classes to help with querying and processing web data.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    3
                 | 
                                    
                                                     | 
                
                 | 
                """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    4
                 | 
                                    
                                                     | 
                
                 | 
                from __future__ import annotations  | 
            
            
                                                        
            
                                    
            
            
                | 
                    5
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    6
                 | 
                                    
                                                     | 
                
                 | 
                import logging  | 
            
            
                                                        
            
                                    
            
            
                | 
                    7
                 | 
                                    
                                                     | 
                
                 | 
                import re  | 
            
            
                                                        
            
                                    
            
            
                | 
                    8
                 | 
                                    
                                                     | 
                
                 | 
                from datetime import date, datetime  | 
            
            
                                                        
            
                                    
            
            
                | 
                    9
                 | 
                                    
                                                     | 
                
                 | 
                from typing import (  | 
            
            
                                                        
            
                                    
            
            
                | 
                    10
                 | 
                                    
                                                     | 
                
                 | 
                    Any,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    11
                 | 
                                    
                                                     | 
                
                 | 
                    Callable,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    12
                 | 
                                    
                                                     | 
                
                 | 
                    Set,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    13
                 | 
                                    
                                                     | 
                
                 | 
                    Union,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    14
                 | 
                                    
                                                     | 
                
                 | 
                    Optional,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    15
                 | 
                                    
                                                     | 
                
                 | 
                    Type,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    16
                 | 
                                    
                                                     | 
                
                 | 
                    TypeVar,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    17
                 | 
                                    
                                                     | 
                
                 | 
                    Iterable,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    18
                 | 
                                    
                                                     | 
                
                 | 
                    FrozenSet,  | 
            
            
                                                        
            
                                    
            
            
                | 
                    19
                 | 
                                    
                                                     | 
                
                 | 
                )  | 
            
            
                                                        
            
                                    
            
            
                | 
                    20
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    21
                 | 
                                    
                                                     | 
                
                 | 
                from pocketutils.tools.base_tools import BaseTools  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    22
                 | 
                                    
                                                     | 
                
                 | 
                from pocketutils.tools.string_tools import StringTools  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    23
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    24
                 | 
                                    
                                                     | 
                
                 | 
                from mandos.model.pubchem_support._nav_model import FilterFn  | 
            
            
                                                        
            
                                    
            
            
                | 
                    25
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    26
                 | 
                                    
                                                     | 
                
                 | 
                logger = logging.getLogger("mandos") | 
            
            
                                                        
            
                                    
            
            
                | 
                    27
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    28
                 | 
                                    
                                                     | 
                
                 | 
                T = TypeVar("T") | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    29
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    30
                 | 
                                    
                                                     | 
                
                 | 
                empty_frozenset = frozenset([])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    31
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    32
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    33
                 | 
                                    
                                                     | 
                
                 | 
                class Filter:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    34
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    35
                 | 
                                    
                                                     | 
                
                 | 
                    def has_key(cls, key: str) -> FilterFn:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    36
                 | 
                                    
                                                     | 
                
                 | 
                        return FilterFn(lambda content: key in content)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    37
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    38
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    39
                 | 
                                    
                                                     | 
                
                 | 
                    def key_does_not_equal(cls, key: str, disallowed_value: Any) -> FilterFn:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    40
                 | 
                                    
                                                     | 
                
                 | 
                        return FilterFn(lambda content: content.get(key) != disallowed_value)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    41
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    42
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    43
                 | 
                                    
                                                     | 
                
                 | 
                    def key_equals(cls, key: str, allowed_value: Any) -> FilterFn:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    44
                 | 
                                    
                                                     | 
                
                 | 
                        return FilterFn(lambda content: content.get(key) == allowed_value)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    45
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    46
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    47
                 | 
                                    
                                                     | 
                
                 | 
                    def key_is_not_in(cls, key: str, disallowed_values: Set[Any]) -> FilterFn:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    48
                 | 
                                    
                                                     | 
                
                 | 
                        return FilterFn(lambda content: content.get(key) not in disallowed_values)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    49
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    50
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    51
                 | 
                                    
                                                     | 
                
                 | 
                    def key_is_in(cls, key: str, allowed_values: Set[Any]) -> FilterFn:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    52
                 | 
                                    
                                                     | 
                
                 | 
                        return FilterFn(lambda content: content.get(key) in allowed_values)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    53
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    54
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    55
                 | 
                                    
                                                     | 
                
                 | 
                class Flatmap:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    56
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    57
                 | 
                                    
                                                     | 
                
                 | 
                    def construct(cls, tp: Type[T]) -> Callable[[Iterable[Any]], T]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    58
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    59
                 | 
                                    
                                                     | 
                
                 | 
                        Function that constructs an instance whose attributes are from the passed list.  | 
            
            
                                                        
            
                                    
            
            
                | 
                    60
                 | 
                                    
                                                     | 
                
                 | 
                        """  | 
            
            
                                                        
            
                                    
            
            
                | 
                    61
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    62
                 | 
                                    
                                                     | 
                
                 | 
                        def construct(things: Iterable[str]) -> Optional[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    63
                 | 
                                    
                                                     | 
                
                 | 
                            return tp(*things)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    64
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    65
                 | 
                                    
                                                     | 
                
                 | 
                        return construct  | 
            
            
                                                        
            
                                    
            
            
                | 
                    66
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    67
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    68
                 | 
                                    
                                                     | 
                
                 | 
                    def join_nonnulls(cls, sep: str = "; ") -> Callable[[Iterable[str]], Optional[str]]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    69
                 | 
                                    
                                                     | 
                
                 | 
                        def opt_join(things: Iterable[str]) -> Optional[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    70
                 | 
                                    
                                                     | 
                
                 | 
                            x = [s.strip() for s in things]  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    71
                 | 
                                    
                                                     | 
                
                 | 
                            return None if len(x) == 0 else sep.join(x)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    72
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    73
                 | 
                                    
                                                     | 
                
                 | 
                        return opt_join  | 
            
            
                                                        
            
                                    
            
            
                | 
                    74
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    75
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    76
                 | 
                                    
                                                     | 
                
                 | 
                    def request_only(cls) -> Callable[[Iterable[str]], Optional[str]]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    77
                 | 
                                    
                                                     | 
                
                 | 
                        def only_nonreq(things: Iterable[str]) -> Optional[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    78
                 | 
                                    
                                                     | 
                
                 | 
                            # TODO: Did I mean to excludeNone here?  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    79
                 | 
                                    
                                                     | 
                
                 | 
                            things = [s.strip() for s in things if s is not None]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    80
                 | 
                                    
                                                     | 
                
                 | 
                            if len(things) > 1:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    81
                 | 
                                    
                                                     | 
                
                 | 
                                raise ValueError(f"{len(things)} items in {things}") | 
            
            
                                                        
            
                                    
            
            
                | 
                    82
                 | 
                                    
                                                     | 
                
                 | 
                            elif len(things) == 0:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    83
                 | 
                                    
                                                     | 
                
                 | 
                                return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    84
                 | 
                                    
                                                     | 
                
                 | 
                            else:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    85
                 | 
                                    
                                                     | 
                
                 | 
                                return things[0]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    86
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    87
                 | 
                                    
                                                     | 
                
                 | 
                        return only_nonreq  | 
            
            
                                                        
            
                                    
            
            
                | 
                    88
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    89
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    90
                 | 
                                    
                                                     | 
                
                 | 
                    def require_only(cls) -> Callable[[Iterable[str]], Optional[str]]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    91
                 | 
                                    
                                                     | 
                
                 | 
                        return BaseTools.only  | 
            
            
                                                        
            
                                    
            
            
                | 
                    92
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    93
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    94
                 | 
                                    
                                                     | 
                
                 | 
                class Mapx:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    95
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    96
                 | 
                                    
                                                     | 
                
                 | 
                    def roman_to_arabic(  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    97
                 | 
                                    
                                                     | 
                
                 | 
                        cls, min_val: Optional[int] = None, max_val: Optional[int] = None  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    98
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> Callable[[str], int]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    99
                 | 
                                    
                                                     | 
                
                 | 
                        def roman_to_arabic(s: str) -> int:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    100
                 | 
                                    
                                                     | 
                
                 | 
                            return StringTools.roman_to_arabic(s.strip(), min_val=min_val, max_val=max_val)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    101
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    102
                 | 
                                    
                                                     | 
                
                 | 
                        return roman_to_arabic  | 
            
            
                                                        
            
                                    
            
            
                | 
                    103
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    104
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    105
                 | 
                                    
                                                     | 
                
                 | 
                    def split_and_flatten_nonnulls(  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    106
                 | 
                                    
                                                     | 
                
                 | 
                        cls, sep: str, skip_nulls: bool = False  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    107
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> Callable[[Iterable[Union[str, int, float, None]]], Set[str]]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    108
                 | 
                                    
                                                     | 
                
                 | 
                        def split_flat(things: Iterable[str]) -> Set[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    109
                 | 
                                    
                                                     | 
                
                 | 
                            results = set()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    110
                 | 
                                    
                                                     | 
                
                 | 
                            for thing in things:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    111
                 | 
                                    
                                                     | 
                
                 | 
                                if thing is not None and thing != float("NaN") or not skip_nulls: | 
            
            
                                                        
            
                                    
            
            
                | 
                    112
                 | 
                                    
                                                     | 
                
                 | 
                                    # let it fail if skip_nulls is False  | 
            
            
                                                        
            
                                    
            
            
                | 
                    113
                 | 
                                    
                                                     | 
                
                 | 
                                    for bit in str(thing).split(sep):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    114
                 | 
                                    
                                                     | 
                
                 | 
                                        results.add(bit.strip())  | 
            
            
                                                        
            
                                    
            
            
                | 
                    115
                 | 
                                    
                                                     | 
                
                 | 
                            return results  | 
            
            
                                                        
            
                                    
            
            
                | 
                    116
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    117
                 | 
                                    
                                                     | 
                
                 | 
                        return split_flat  | 
            
            
                                                        
            
                                    
            
            
                | 
                    118
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    119
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    120
                 | 
                                    
                                                     | 
                
                 | 
                    def extract_group_1(  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    121
                 | 
                                    
                                                     | 
                
                 | 
                        cls, pattern: Union[str, re.Pattern]  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    122
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> Callable[[Optional[Any]], Optional[str]]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    123
                 | 
                                    
                                                     | 
                
                 | 
                        pattern = pattern if isinstance(pattern, re.Pattern) else re.compile(pattern)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    124
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    125
                 | 
                                    
                                                     | 
                
                 | 
                        def _match(thing: Optional[str]) -> Optional[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    126
                 | 
                                    
                                                     | 
                
                 | 
                            if thing is None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    127
                 | 
                                    
                                                     | 
                
                 | 
                                return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    128
                 | 
                                    
                                                     | 
                
                 | 
                            match = pattern.fullmatch(str(thing))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    129
                 | 
                                    
                                                     | 
                
                 | 
                            if match is None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    130
                 | 
                                    
                                                     | 
                
                 | 
                                return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    131
                 | 
                                    
                                                     | 
                
                 | 
                            return match.group(1)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    132
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    133
                 | 
                                    
                                                     | 
                
                 | 
                        return _match  | 
            
            
                                                        
            
                                    
            
            
                | 
                    134
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    135
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    136
                 | 
                                    
                                                     | 
                
                 | 
                    def lowercase_unless_acronym(cls) -> Callable[[str], str]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    137
                 | 
                                    
                                                     | 
                
                 | 
                        def lowercase_unless_acronym(s: str) -> str:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    138
                 | 
                                    
                                                     | 
                
                 | 
                            s = s.strip()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    139
                 | 
                                    
                                                     | 
                
                 | 
                            return s if s.isupper() else s.lower()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    140
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    141
                 | 
                                    
                                                     | 
                
                 | 
                        return lowercase_unless_acronym  | 
            
            
                                                        
            
                                    
            
            
                | 
                    142
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    143
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    144
                 | 
                                    
                                                     | 
                
                 | 
                    def n_bar_items(cls, sep: str = "||") -> Callable[[Optional[str]], int]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    145
                 | 
                                    
                                                     | 
                
                 | 
                        def n_bar_items(value: str) -> int:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    146
                 | 
                                    
                                                     | 
                
                 | 
                            return len(value.split(sep))  | 
            
            
                                                        
            
                                    
            
            
                | 
                    147
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    148
                 | 
                                    
                                                     | 
                
                 | 
                        return n_bar_items  | 
            
            
                                                        
            
                                    
            
            
                | 
                    149
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    150
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    151
                 | 
                                    
                                                     | 
                
                 | 
                    def not_null(cls) -> Callable[[Any], bool]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    152
                 | 
                                    
                                                     | 
                
                 | 
                        return lambda value: value is not None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    153
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    154
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    155
                 | 
                                    
                                                     | 
                
                 | 
                    def identity(cls) -> Callable[[T], T]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    156
                 | 
                                    
                                                     | 
                
                 | 
                        return lambda value: value  | 
            
            
                                                        
            
                                    
            
            
                | 
                    157
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    158
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    159
                 | 
                                    
                                                     | 
                
                 | 
                    def int_date(cls, nullable: bool = False) -> Callable[[Optional[str]], Optional[date]]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    160
                 | 
                                    
                                                     | 
                
                 | 
                        def int_date(s: Optional[str]) -> Optional[date]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    161
                 | 
                                    
                                                     | 
                
                 | 
                            if s is None and nullable:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    162
                 | 
                                    
                                                     | 
                
                 | 
                                return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    163
                 | 
                                    
                                                     | 
                
                 | 
                            return datetime.strptime(str(s).strip(), "%Y%m%d").date()  | 
            
            
                                                        
            
                                    
            
            
                | 
                    164
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    165
                 | 
                                    
                                                     | 
                
                 | 
                        return int_date  | 
            
            
                                                        
            
                                    
            
            
                | 
                    166
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    167
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    168
                 | 
                                    
                                                     | 
                
                 | 
                    def req_is(cls, type_, nullable: bool = False, then_convert=None) -> Callable[[str], str]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    169
                 | 
                                    
                                                     | 
                
                 | 
                        def req_is(value):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    170
                 | 
                                    
                                                     | 
                
                 | 
                            if nullable and value is None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    171
                 | 
                                    
                                                     | 
                
                 | 
                                pass  | 
            
            
                                                        
            
                                    
            
            
                | 
                    172
                 | 
                                    
                                                     | 
                
                 | 
                            elif not isinstance(value, type_):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    173
                 | 
                                    
                                                     | 
                
                 | 
                                raise TypeError(f"{value} is a {type(value)}, not {type_}") | 
            
            
                                                        
            
                                    
            
            
                | 
                    174
                 | 
                                    
                                                     | 
                
                 | 
                            return value if then_convert is None else then_convert(value)  | 
            
            
                                                        
            
                                    
            
            
                | 
                    175
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    176
                 | 
                                    
                                                     | 
                
                 | 
                        req_is.__name__ = f"req_is_{type_}" + ("_or_null" if nullable else "") | 
            
            
                                                        
            
                                    
            
            
                | 
                    177
                 | 
                                    
                                                     | 
                
                 | 
                        return req_is  | 
            
            
                                                        
            
                                    
            
            
                | 
                    178
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    179
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    180
                 | 
                                    
                                                     | 
                
                 | 
                    def str_to(  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    181
                 | 
                                    
                                                     | 
                
                 | 
                        cls, type_: Callable[[str], T], nullable: bool = False, flex_type: bool = False  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    182
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> Callable[[str], str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    183
                 | 
                                    
                                                     | 
                
                 | 
                        def str_to(value: Optional[str]) -> Optional[T]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    184
                 | 
                                    
                                                     | 
                
                 | 
                            if type_ is not None and not flex_type and not isinstance(value, str):  | 
            
            
                                                        
            
                                    
            
            
                | 
                    185
                 | 
                                    
                                                     | 
                
                 | 
                                raise TypeError(f"{value} is a {type(value)}, not str") | 
            
            
                                                        
            
                                    
            
            
                | 
                    186
                 | 
                                    
                                                     | 
                
                 | 
                            if not nullable and value is None:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    187
                 | 
                                    
                                                     | 
                
                 | 
                                raise ValueError(f"Value for type {type_} is None") | 
            
            
                                                        
            
                                    
            
            
                | 
                    188
                 | 
                                    
                                                     | 
                
                 | 
                            elif value is None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    189
                 | 
                                    
                                                     | 
                
                 | 
                                return None  | 
            
            
                                                        
            
                                    
            
            
                | 
                    190
                 | 
                                    
                                                     | 
                
                 | 
                            return type_(str(value).strip())  | 
            
            
                                                        
            
                                    
            
            
                | 
                    191
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    192
                 | 
                                    
                                                     | 
                
                 | 
                        str_to.__name__ = f"req_is_{type_}" + ("_or_null" if nullable else "") | 
            
            
                                                        
            
                                    
            
            
                | 
                    193
                 | 
                                    
                                                     | 
                
                 | 
                        return str_to  | 
            
            
                                                        
            
                                    
            
            
                | 
                    194
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    195
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    196
                 | 
                                    
                                                     | 
                
                 | 
                    def split_to(  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    197
                 | 
                                    
                                                     | 
                
                 | 
                        cls, type_, sep: str = "||", nullable: bool = False  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    198
                 | 
                                    
                                                     | 
                
                 | 
                    ) -> Callable[[Optional[str]], FrozenSet[int]]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    199
                 | 
                                    
                                                     | 
                
                 | 
                        def split_to(value: str) -> FrozenSet[int]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    200
                 | 
                                    
                                                     | 
                
                 | 
                            return frozenset([type_(x) for x in cls.split(sep, nullable=nullable)(value)])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    201
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    202
                 | 
                                    
                                                     | 
                
                 | 
                        return split_to  | 
            
            
                                                        
            
                                    
            
            
                | 
                    203
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    204
                 | 
                                    
                                                     | 
                
                 | 
                    @classmethod  | 
            
            
                                                        
            
                                    
            
            
                | 
                    205
                 | 
                                    
                                                     | 
                
                 | 
                    def split(cls, sep: str, nullable: bool = False) -> Callable[[Optional[str]], FrozenSet[str]]:  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    206
                 | 
                                    
                                                     | 
                
                 | 
                        def split(value: str) -> FrozenSet[str]:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    207
                 | 
                                    
                                                     | 
                
                 | 
                            if value is None and not nullable:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    208
                 | 
                                    
                                                     | 
                
                 | 
                                raise ValueError(f"Value is None")  | 
            
                            
                    | 
                        
                     | 
                     | 
                     | 
                    
                                                                                                    
                        
                         
                                                                                        
                                                                                     
                     | 
                
            
                                                        
            
                                    
            
            
                | 
                    209
                 | 
                                    
                                                     | 
                
                 | 
                            if value is None:  | 
            
            
                                                        
            
                                    
            
            
                | 
                    210
                 | 
                                    
                                                     | 
                
                 | 
                                return empty_frozenset  | 
            
            
                                                        
            
                                    
            
            
                | 
                    211
                 | 
                                    
                                                     | 
                
                 | 
                            return frozenset([s.strip() for s in value.split(sep)])  | 
            
            
                                                        
            
                                    
            
            
                | 
                    212
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    213
                 | 
                                    
                                                     | 
                
                 | 
                        return split  | 
            
            
                                                        
            
                                    
            
            
                | 
                    214
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    215
                 | 
                                    
                                                     | 
                
                 | 
                 | 
            
            
                                                        
            
                                    
            
            
                | 
                    216
                 | 
                                    
                                                     | 
                
                 | 
                __all__ = ["Filter", "Mapx", "Flatmap"]  | 
            
            
                                                        
            
                                    
            
            
                | 
                    217
                 | 
                                    
                                                     | 
                
                 | 
                 |