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RSquared

Struct RSquared 

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

R² (coefficient of determination) of the rolling least-squares fit.

Over the trailing window indexed x = 0, 1, …, period − 1 the OLS line y = a + b·x is fitted and the ratio of variance explained by the line to total variance is reported:

slope        = (n·Σxy − Σx·Σy) / (n·Σxx − (Σx)²)
SS_total     = Σy² − n·ȳ²
SS_explained = slope² · ( denom / n )
R²           = SS_explained / SS_total                  if SS_total > 0
             = 1                                        otherwise (flat window)

A reading of 1.0 means the window lies on a straight line — perfect linear fit. 0.0 means the slope is irrelevant; the trend explains none of the variance. Mid-range values quantify how trending the recent price action is, independent of the slope’s sign or magnitude. Use it as a trend-quality filter: a strategy that needs a clear trend can require R² > 0.7, while a mean-reversion strategy can prefer R² < 0.3.

A flat window has SS_total = 0; the line is also flat and the fit is trivially perfect, so the indicator returns 1.0 rather than dividing by zero.

Each update is O(1) via the same rolling sums as crate::LinearRegression, plus a running Σy². The output is clamped to [0, 1] to absorb tiny floating-point cancellation.

§Example

use wickra_core::{Indicator, RSquared};

let mut indicator = RSquared::new(14).unwrap();
let mut last = None;
for i in 0..40 {
    last = indicator.update(f64::from(i));
}
assert!(last.is_some());

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impl RSquared

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pub fn new(period: usize) -> Result<Self>

Construct a new rolling R² over period inputs.

§Errors

Returns Error::InvalidPeriod if period < 2 — a regression line is undefined for fewer than two points.

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pub const fn period(&self) -> usize

Configured period.

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impl Clone for RSquared

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fn clone(&self) -> RSquared

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for RSquared

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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 Indicator for RSquared

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type Input = f64

Type of one input data point (typically f64 for a price, or Candle / Tick).
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type Output = f64

Type of one output value.
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fn update(&mut self, value: f64) -> Option<f64>

Feed one new data point into the indicator and return the freshly computed output, or None if the indicator is still warming up.
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fn reset(&mut self)

Reset all internal state, leaving the indicator equivalent to a freshly constructed instance with the same parameters.
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fn warmup_period(&self) -> usize

Number of inputs required before the first non-None output can be produced.
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fn is_ready(&self) -> bool

Whether the indicator has emitted at least one value since the last reset.
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fn name(&self) -> &'static str

Stable, human-readable indicator name. Used by chaining and diagnostics.

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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> BatchExt for T
where T: Indicator,

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fn batch(&mut self, inputs: &[Self::Input]) -> Vec<Option<Self::Output>>
where Self::Input: Clone,

Run the indicator over a slice of inputs in order, returning one output (or None during warmup) per input.
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fn batch_parallel<F>( inputs_per_asset: &[Vec<Self::Input>], make: F, ) -> Vec<Vec<Option<Self::Output>>>
where Self: Sized + Send, Self::Input: Sync + Clone, Self::Output: Send, F: Fn() -> Self + Sync + Send,

Available on crate feature parallel only.
Run an independent copy of the indicator over each input series in parallel. 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.