pub struct LabelEncoder;Expand description
Encodes string labels as integer indices.
Maps each unique label to a unique integer in sorted order. This is useful for converting categorical target labels to numeric form for model training.
Unlike the numeric transformers, LabelEncoder works on string slices
rather than float arrays, so it does not implement FitUnsupervised.
Implementations§
Source§impl LabelEncoder
impl LabelEncoder
Sourcepub fn new() -> LabelEncoder
pub fn new() -> LabelEncoder
Create a new LabelEncoder.
Sourcepub fn fit(&self, labels: &[String]) -> Result<FittedLabelEncoder, RustMlError>
pub fn fit(&self, labels: &[String]) -> Result<FittedLabelEncoder, RustMlError>
Fit the encoder on the given labels, learning the vocabulary.
Trait Implementations§
Source§impl Clone for LabelEncoder
impl Clone for LabelEncoder
Source§fn clone(&self) -> LabelEncoder
fn clone(&self) -> LabelEncoder
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source. Read moreSource§impl Debug for LabelEncoder
impl Debug for LabelEncoder
Source§impl Default for LabelEncoder
impl Default for LabelEncoder
Source§fn default() -> LabelEncoder
fn default() -> LabelEncoder
Returns the “default value” for a type. Read more
Source§impl<'de> Deserialize<'de> for LabelEncoder
impl<'de> Deserialize<'de> for LabelEncoder
Source§fn deserialize<__D>(
__deserializer: __D,
) -> Result<LabelEncoder, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(
__deserializer: __D,
) -> Result<LabelEncoder, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Source§impl Serialize for LabelEncoder
impl Serialize for LabelEncoder
Source§fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
fn serialize<__S>(
&self,
__serializer: __S,
) -> Result<<__S as Serializer>::Ok, <__S as Serializer>::Error>where
__S: Serializer,
Serialize this value into the given Serde serializer. Read more
Auto Trait Implementations§
impl Freeze for LabelEncoder
impl RefUnwindSafe for LabelEncoder
impl Send for LabelEncoder
impl Sync for LabelEncoder
impl Unpin for LabelEncoder
impl UnsafeUnpin for LabelEncoder
impl UnwindSafe for LabelEncoder
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> DeserializeOwned for Twhere
T: for<'de> Deserialize<'de>,
Source§impl<T> DistributionExt for Twhere
T: ?Sized,
impl<T> DistributionExt for Twhere
T: ?Sized,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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 moreSource§impl<T> Pointable for T
impl<T> Pointable for T
impl<T> Read<Exclusive, BecauseExclusive> for Twhere
T: ?Sized,
impl<T> SendAlias for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.