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FeatureStatistics

sklears_datasets::validation::types

Struct FeatureStatistics 

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pub struct FeatureStatistics {
Show 21 fields
    pub name: String,
    pub count: usize,
    pub mean: f64,
    pub median: f64,
    pub std_dev: f64,
    pub variance: f64,
    pub min: f64,
    pub max: f64,
    pub range: f64,
    pub skewness: f64,
    pub kurtosis: f64,
    pub q1: f64,
    pub q3: f64,
    pub iqr: f64,
    pub outlier_count: usize,
    pub outlier_ratio: f64,
    pub missing_count: usize,
    pub missing_ratio: f64,
    pub unique_count: usize,
    pub mode: Option<f64>,
    pub percentiles: HashMap<u8, f64>,

}
Expand description

Comprehensive statistical summary for a dataset feature

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§name: String§count: usize§mean: f64§median: f64§std_dev: f64§variance: f64§min: f64§max: f64§range: f64§skewness: f64§kurtosis: f64§q1: f64§q3: f64§iqr: f64§outlier_count: usize§outlier_ratio: f64§missing_count: usize§missing_ratio: f64§unique_count: usize§mode: Option<f64>§percentiles: HashMap<u8, f64>

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impl Clone for FeatureStatistics

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fn clone(&self) -> FeatureStatistics

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 FeatureStatistics

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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<'de> Deserialize<'de> for FeatureStatistics

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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 Serialize for FeatureStatistics

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

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impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
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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> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,

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Calls U::from(self).

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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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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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const ALIGN: usize

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type Init = T

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unsafe fn init(init: <T as Pointable>::Init) -> usize

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Dereferences the given pointer. Read more
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Performs the conversion.
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fn vzip(self) -> V