Struct DataValidator

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pub struct DataValidator {
    pub check_missing_values: bool,
    pub check_infinite_values: bool,
    pub check_data_types: bool,
    pub check_feature_scaling: bool,
    pub check_distributions: bool,
    pub max_missing_ratio: f64,
    pub check_duplicates: bool,
    pub check_outliers: bool,
    pub outlier_iqr_multiplier: f64,
}

Expand description

Data quality and compatibility validation

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§check_missing_values: bool

Check for missing values (NaN)

§check_infinite_values: bool

Check for infinite values

§check_data_types: bool

Check data type consistency

§check_feature_scaling: bool

Check feature scaling consistency

§check_distributions: bool

Check data distribution properties

§max_missing_ratio: f64

Maximum allowed proportion of missing values

§check_duplicates: bool

Check for duplicate samples

§check_outliers: bool

Check for outliers using IQR method

§outlier_iqr_multiplier: f64

IQR multiplier for outlier detection

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impl DataValidator

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pub fn strict() -> Self

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pub fn basic() -> Self

Trait Implementations§

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impl Default for DataValidator

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fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl UnwindSafe for DataValidator

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> 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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