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Bins

Enum Bins 

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#[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
Non-exhaustive enums could have additional variants added in future. Therefore, when matching against variants of non-exhaustive enums, an extra wildcard arm must be added to account for any future variants.
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Count(usize)

Number of equal-width bins.

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Edges(Vec<T>)

Explicit bin edges (must be sorted, length = nbins + 1).

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Sturges

Sturges’ rule: ceil(log2(n)) + 1. Conservative default for near-Gaussian data; underestimates for heavy-tailed inputs.

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Sqrt

Square-root rule: ceil(sqrt(n)). Used by Excel.

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Rice

Rice’s rule: ceil(2 * n^(1/3)).

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Scott

Scott’s rule: bin width = 3.5 * std / n^(1/3). Optimal for Gaussian data.

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Fd

Freedman–Diaconis rule: bin width = 2 * IQR / n^(1/3). Robust to outliers.

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Doane

Doane’s rule (Sturges + skewness correction).

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Auto

numpy default — max(sturges, fd). Falls back to Sturges if FD is degenerate (IQR == 0).

Trait Implementations§

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impl<T: Clone> Clone for Bins<T>

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fn clone(&self) -> Bins<T>

Returns a duplicate of the value. Read more
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fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl<T: Debug> Debug for Bins<T>

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl<T> Freeze for Bins<T>

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impl<T> RefUnwindSafe for Bins<T>
where T: RefUnwindSafe,

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impl<T> Send for Bins<T>
where T: Send,

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impl<T> Sync for Bins<T>
where T: Sync,

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impl<T> Unpin for Bins<T>
where T: Unpin,

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impl<T> UnsafeUnpin for Bins<T>

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impl<T> UnwindSafe for Bins<T>
where T: UnwindSafe,

Blanket Implementations§

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
Performs copy-assignment from self to dest. Read more
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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into<U> for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts 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 more
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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts 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
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impl<T> Pointable for T

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const ALIGN: usize

The alignment of pointer.
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type Init = T

The type for initializers.
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unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
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unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
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unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
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unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
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impl<T> ToOwned for T
where T: Clone,

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type Owned = T

The resulting type after obtaining ownership.
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fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
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fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.