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Some minor statistics.NormalDist adjustments (#13626)
Co-authored-by: Alex Waygood <Alex.Waygood@Gmail.com>
This commit is contained in:
+14
-15
@@ -3,7 +3,7 @@ from _typeshed import SupportsRichComparisonT
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from collections.abc import Callable, Hashable, Iterable, Sequence
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from decimal import Decimal
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from fractions import Fraction
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from typing import Any, Literal, NamedTuple, SupportsFloat, TypeVar
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from typing import Literal, NamedTuple, SupportsFloat, SupportsIndex, TypeVar
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from typing_extensions import Self, TypeAlias
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__all__ = [
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@@ -38,6 +38,9 @@ _NumberT = TypeVar("_NumberT", float, Decimal, Fraction)
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# Used in mode, multimode
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_HashableT = TypeVar("_HashableT", bound=Hashable)
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# Used in NormalDist.samples and kde_random
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_Seed: TypeAlias = int | float | str | bytes | bytearray # noqa: Y041
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class StatisticsError(ValueError): ...
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if sys.version_info >= (3, 11):
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@@ -89,7 +92,7 @@ class NormalDist:
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def variance(self) -> float: ...
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@classmethod
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def from_samples(cls, data: Iterable[SupportsFloat]) -> Self: ...
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def samples(self, n: int, *, seed: Any | None = None) -> list[float]: ...
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def samples(self, n: SupportsIndex, *, seed: _Seed | None = None) -> list[float]: ...
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def pdf(self, x: float) -> float: ...
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def cdf(self, x: float) -> float: ...
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def inv_cdf(self, p: float) -> float: ...
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@@ -98,15 +101,15 @@ class NormalDist:
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if sys.version_info >= (3, 9):
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def zscore(self, x: float) -> float: ...
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def __eq__(self, x2: object) -> bool: ...
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def __add__(self, x2: float | NormalDist) -> NormalDist: ...
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def __sub__(self, x2: float | NormalDist) -> NormalDist: ...
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def __mul__(self, x2: float) -> NormalDist: ...
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def __truediv__(self, x2: float) -> NormalDist: ...
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def __pos__(self) -> NormalDist: ...
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def __neg__(self) -> NormalDist: ...
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def __eq__(x1, x2: object) -> bool: ...
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def __add__(x1, x2: float | NormalDist) -> NormalDist: ...
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def __sub__(x1, x2: float | NormalDist) -> NormalDist: ...
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def __mul__(x1, x2: float) -> NormalDist: ...
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def __truediv__(x1, x2: float) -> NormalDist: ...
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def __pos__(x1) -> NormalDist: ...
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def __neg__(x1) -> NormalDist: ...
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__radd__ = __add__
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def __rsub__(self, x2: float | NormalDist) -> NormalDist: ...
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def __rsub__(x1, x2: float | NormalDist) -> NormalDist: ...
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__rmul__ = __mul__
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def __hash__(self) -> int: ...
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@@ -153,9 +156,5 @@ if sys.version_info >= (3, 13):
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data: Sequence[float], h: float, kernel: _Kernel = "normal", *, cumulative: bool = False
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) -> Callable[[float], float]: ...
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def kde_random(
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data: Sequence[float],
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h: float,
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kernel: _Kernel = "normal",
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*,
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seed: int | float | str | bytes | bytearray | None = None, # noqa: Y041
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data: Sequence[float], h: float, kernel: _Kernel = "normal", *, seed: _Seed | None = None
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) -> Callable[[], float]: ...
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