#[non_exhaustive]pub enum Bins<T> {
Count(usize),
Edges(Vec<T>),
Sturges,
Sqrt,
Rice,
Scott,
Fd,
Doane,
Auto,
}Expand description
How to specify bins for histogram functions.
In addition to an explicit Count or Edges, the rule-based
variants mirror numpy.histogram(bins=...) strings:
'sturges', 'sqrt', 'rice', 'scott', 'fd', 'doane',
and 'auto' (max of 'sturges' and 'fd', numpy’s default).
Added for #472.
Variants (Non-exhaustive)§
This enum is marked as non-exhaustive
Count(usize)
Number of equal-width bins.
Edges(Vec<T>)
Explicit bin edges (must be sorted, length = nbins + 1).
Sturges
Sturges’ rule: ceil(log2(n)) + 1. Conservative default for
near-Gaussian data; underestimates for heavy-tailed inputs.
Sqrt
Square-root rule: ceil(sqrt(n)). Used by Excel.
Rice
Rice’s rule: ceil(2 * n^(1/3)).
Scott
Scott’s rule: bin width = 3.5 * std / n^(1/3). Optimal for
Gaussian data.
Fd
Freedman–Diaconis rule: bin width = 2 * IQR / n^(1/3).
Robust to outliers.
Doane
Doane’s rule (Sturges + skewness correction).
Auto
numpy default — max(sturges, fd). Falls back to Sturges if
FD is degenerate (IQR == 0).
Trait Implementations§
Auto Trait Implementations§
impl<T> Freeze for Bins<T>
impl<T> RefUnwindSafe for Bins<T>where
T: RefUnwindSafe,
impl<T> Send for Bins<T>where
T: Send,
impl<T> Sync for Bins<T>where
T: Sync,
impl<T> Unpin for Bins<T>where
T: Unpin,
impl<T> UnsafeUnpin for Bins<T>
impl<T> UnwindSafe for Bins<T>where
T: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
fn into_either(self, into_left: bool) -> Either<Self, Self>
self into a Left variant of Either<Self, Self>
if into_left is true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
self into a Left variant of Either<Self, Self>
if into_left(&self) returns true.
Converts self into a Right variant of Either<Self, Self>
otherwise. Read more