peacock-data-public-datasets-idc-cronscript
/
venv
/lib
/python3.10
/site-packages
/dataproperty
/_container.py
| """ | |
| .. codeauthor:: Tsuyoshi Hombashi <[email protected]> | |
| """ | |
| import abc | |
| from decimal import Decimal | |
| from typing import Any, List, Optional, Sequence, Union | |
| from typepy import RealNumber | |
| T = Union[int, float, Decimal] | |
| NAN = Decimal("nan") | |
| class AbstractContainer(metaclass=abc.ABCMeta): | |
| def min_value(self) -> Optional[Decimal]: # pragma: no cover | |
| pass | |
| def max_value(self) -> Optional[Decimal]: # pragma: no cover | |
| pass | |
| def mean(self) -> Decimal: # pragma: no cover | |
| pass | |
| def update(self, value: Optional[T]) -> None: # pragma: no cover | |
| pass | |
| def merge(self, value: "AbstractContainer") -> None: # pragma: no cover | |
| pass | |
| def __repr__(self) -> str: | |
| if not self.has_value(): | |
| return "None" | |
| return ", ".join([f"min={self.min_value}", f"max={self.max_value}"]) | |
| def has_value(self) -> bool: | |
| return self.min_value is not None and self.max_value is not None | |
| def is_same_value(self) -> bool: | |
| return self.has_value() and self.min_value == self.max_value | |
| def is_zero(self) -> bool: | |
| return self.has_value() and self.min_value == 0 and self.max_value == 0 | |
| class ListContainer(AbstractContainer): | |
| __slots__ = ("__value_list",) | |
| def min_value(self) -> Optional[Decimal]: | |
| try: | |
| return min(self.__value_list) | |
| except ValueError: | |
| return None | |
| def max_value(self) -> Optional[Decimal]: | |
| try: | |
| return max(self.__value_list) | |
| except ValueError: | |
| return None | |
| def value_list(self) -> List[Decimal]: | |
| return self.__value_list | |
| def __init__(self, value_list: Optional[List[Decimal]] = None) -> None: | |
| if value_list is None: | |
| self.__value_list: List[Decimal] = [] | |
| return | |
| for value in value_list: | |
| self.update(value) | |
| def mean(self) -> Decimal: | |
| try: | |
| return Decimal(sum(self.__value_list) / len(self.__value_list)) | |
| except ZeroDivisionError: | |
| return NAN | |
| def update(self, value: Union[int, float, Decimal, None]) -> None: | |
| if value is None: | |
| return | |
| store_value = RealNumber(value).try_convert() | |
| if store_value is None: | |
| return | |
| self.__value_list.append(store_value) | |
| def merge(self, value: "AbstractContainer") -> None: | |
| if not isinstance(value, ListContainer): | |
| return | |
| for v in value.value_list: | |
| self.update(v) | |
| class MinMaxContainer(AbstractContainer): | |
| __slots__ = ("__min_value", "__max_value") | |
| def __init__(self, value_list: Optional[Sequence[Decimal]] = None) -> None: | |
| self.__min_value: Optional[Decimal] = None | |
| self.__max_value: Optional[Decimal] = None | |
| if value_list is None: | |
| return | |
| for value in value_list: | |
| self.update(value) | |
| def min_value(self) -> Optional[Decimal]: | |
| return self.__min_value | |
| def max_value(self) -> Optional[Decimal]: | |
| return self.__max_value | |
| def __eq__(self, other: Any) -> bool: | |
| if not isinstance(other, MinMaxContainer): | |
| return False | |
| return all([self.min_value == other.min_value, self.max_value == other.max_value]) | |
| def __ne__(self, other: Any) -> bool: | |
| if not isinstance(other, MinMaxContainer): | |
| return True | |
| return any([self.min_value != other.min_value, self.max_value != other.max_value]) | |
| def __contains__(self, x: T) -> bool: | |
| if self.min_value is None: | |
| return False | |
| if self.max_value is None: | |
| return False | |
| return self.min_value <= x <= self.max_value | |
| def diff(self) -> Decimal: | |
| if self.min_value is None: | |
| return NAN | |
| if self.max_value is None: | |
| return NAN | |
| try: | |
| return self.max_value - self.min_value | |
| except TypeError: | |
| return NAN | |
| def mean(self) -> Decimal: | |
| if self.min_value is None: | |
| return NAN | |
| if self.max_value is None: | |
| return NAN | |
| try: | |
| return (self.max_value + self.min_value) * Decimal("0.5") | |
| except TypeError: | |
| return NAN | |
| def update(self, value: Optional[T]) -> None: | |
| if value is None: | |
| return | |
| decimal_value = Decimal(value) | |
| if self.__min_value is None: | |
| self.__min_value = decimal_value | |
| else: | |
| self.__min_value = min(self.__min_value, decimal_value) | |
| if self.__max_value is None: | |
| self.__max_value = decimal_value | |
| else: | |
| self.__max_value = max(self.__max_value, decimal_value) | |
| def merge(self, value: "AbstractContainer") -> None: | |
| if not isinstance(value, MinMaxContainer): | |
| return | |
| self.update(value.min_value) | |
| self.update(value.max_value) | |