OnlineStats

Struct OnlineStats 

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pub struct OnlineStats { /* private fields */ }
Expand description

Online state for computing mean, variance and standard deviation.

Optimized memory layout for better cache performance:

  • Grouped related fields together in hot, warm and cold paths.

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impl OnlineStats

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pub fn new() -> OnlineStats

Create initial state.

Population size, variance and mean are set to 0.

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pub fn from_slice<T: ToPrimitive>(samples: &[T]) -> OnlineStats

Initializes OnlineStats from a sample.

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pub const fn mean(&self) -> f64

Return the current mean.

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pub fn stddev(&self) -> f64

Return the current standard deviation.

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pub fn variance(&self) -> f64

Return the current variance.

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pub fn harmonic_mean(&self) -> f64

Return the current harmonic mean.

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pub fn geometric_mean(&self) -> f64

Return the current geometric mean.

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pub const fn n_counts(&self) -> (u64, u64, u64)

Return the number of negative, zero and positive counts.

Returns a tuple (negative_count, zero_count, positive_count) where:

  • negative_count: number of values with negative sign bit (including -0.0)
  • zero_count: number of values equal to +0.0
  • positive_count: number of values greater than 0

Note: -0.0 and +0.0 are distinguished by their sign bit and counted separately.

§Example
use stats::OnlineStats;

let mut stats = OnlineStats::new();
stats.extend(vec![-2, -1, 0, 0, 1, 2, 3]);

let (neg, zero, pos) = stats.n_counts();
assert_eq!(neg, 2);   // -2, -1
assert_eq!(zero, 2);  // 0, 0
assert_eq!(pos, 3);   // 1, 2, 3
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pub fn add<T: ToPrimitive>(&mut self, sample: &T)

Add a new sample.

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pub fn add_f64(&mut self, sample: f64)

Add a new f64 sample. Skipping the ToPrimitive conversion.

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pub fn add_null(&mut self)

Add a new NULL value to the population. This increases the population size by 1.

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pub const fn len(&self) -> usize

Returns the number of data points.

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pub const fn is_empty(&self) -> bool

Returns if empty.

Trait Implementations§

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impl Clone for OnlineStats

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fn clone(&self) -> OnlineStats

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 Commute for OnlineStats

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fn merge(&mut self, v: OnlineStats)

Merges the value other into self.
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fn consume<I: Iterator<Item = Self>>(&mut self, other: I)

Merges the values in the iterator into self.
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impl Debug for OnlineStats

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

Formats the value using the given formatter. Read more
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impl Default for OnlineStats

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fn default() -> OnlineStats

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for OnlineStats

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fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more
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impl<T: ToPrimitive> Extend<T> for OnlineStats

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fn extend<I: IntoIterator<Item = T>>(&mut self, it: I)

Extends a collection with the contents of an iterator. Read more
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fn extend_one(&mut self, item: A)

🔬This is a nightly-only experimental API. (extend_one)
Extends a collection with exactly one element.
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fn extend_reserve(&mut self, additional: usize)

🔬This is a nightly-only experimental API. (extend_one)
Reserves capacity in a collection for the given number of additional elements. Read more
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impl<T: ToPrimitive> FromIterator<T> for OnlineStats

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fn from_iter<I: IntoIterator<Item = T>>(it: I) -> OnlineStats

Creates a value from an iterator. Read more
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impl PartialEq for OnlineStats

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fn eq(&self, other: &OnlineStats) -> bool

Tests for self and other values to be equal, and is used by ==.
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fn ne(&self, other: &Rhs) -> bool

Tests for !=. The default implementation is almost always sufficient, and should not be overridden without very good reason.
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impl Serialize for OnlineStats

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fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>
where __S: Serializer,

Serialize this value into the given Serde serializer. Read more
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impl Copy for OnlineStats

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impl StructuralPartialEq for OnlineStats

Auto Trait Implementations§

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.
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impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,