Struct DataCharacteristics

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pub struct DataCharacteristics {
    pub shape: (usize, usize),
    pub distribution_types: Vec<DistributionType>,
    pub skewness: Vec<Float>,
    pub kurtosis: Vec<Float>,
    pub outlier_percentages: Vec<Float>,
    pub missing_percentages: Vec<Float>,
    pub ranges: Vec<(Float, Float)>,
    pub correlation_strength: Float,
    pub quality_score: Float,
    pub optimal_batch_size: usize,
}

Expand description

Data distribution characteristics detected from input data

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§shape: (usize, usize)

Number of samples and features

§distribution_types: Vec<DistributionType>

Distribution type per feature (normal, skewed, uniform, bimodal, etc.)

§skewness: Vec<Float>

Skewness per feature

§kurtosis: Vec<Float>

Kurtosis per feature

§outlier_percentages: Vec<Float>

Outlier percentages per feature

§missing_percentages: Vec<Float>

Missing value percentages per feature

§ranges: Vec<(Float, Float)>

Data ranges per feature

§correlation_strength: Float

Correlation matrix between features

§quality_score: Float

Overall data quality score (0-1)

§optimal_batch_size: usize

Estimated optimal batch size for processing

Trait Implementations§

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impl Clone for DataCharacteristics

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fn clone(&self) -> DataCharacteristics

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 Debug for DataCharacteristics

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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 UnwindSafe for DataCharacteristics

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 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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