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Dataset

Struct Dataset 

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pub struct Dataset {
    pub rows: Vec<DataRow>,
    pub feature_names: Vec<String>,
    pub class_names: Vec<String>,
}
Expand description

A dataset with optional train/validation split.

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§rows: Vec<DataRow>

All rows.

§feature_names: Vec<String>

Feature names.

§class_names: Vec<String>

Class names (index → name).

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impl Dataset

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pub fn new() -> Self

Create an empty dataset.

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pub fn push(&mut self, row: DataRow)

Add a row.

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pub fn len(&self) -> usize

Number of rows.

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pub fn is_empty(&self) -> bool

Whether the dataset is empty.

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pub fn num_features(&self) -> usize

Number of features (from the first row, or 0).

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pub fn shuffle(&mut self, seed: u64)

Shuffle rows using Fisher-Yates with a simple LCG.

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pub fn train_val_split(&self, val_fraction: f64) -> (Dataset, Dataset)

Split into training and validation subsets.

val_fraction is the fraction of rows reserved for validation.

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pub fn feature_stats(&self) -> (Vec<f64>, Vec<f64>)

Compute per-feature mean and standard deviation.

Returns (means, stds) each of length num_features.

Trait Implementations§

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impl Clone for Dataset

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fn clone(&self) -> Dataset

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 Dataset

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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 Dataset

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fn default() -> Dataset

Returns the “default value” for a type. 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
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> Same for T

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type Output = T

Should always be Self
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impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
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fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).
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fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
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fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
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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

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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
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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.