pub struct OrdinalEncoder;Expand description
Encodes string categories as ordinal (integer) values per column.
Takes a list of columns (each column is a Vec<String>) and maps each
unique category to a sorted integer index. This is useful as a
preprocessing step before one-hot encoding or for ordinal features.
Implementations§
Source§impl OrdinalEncoder
impl OrdinalEncoder
Sourcepub fn new() -> OrdinalEncoder
pub fn new() -> OrdinalEncoder
Create a new OrdinalEncoder.
Sourcepub fn fit(
&self,
columns: &[Vec<String>],
) -> Result<FittedOrdinalEncoder, RustMlError>
pub fn fit( &self, columns: &[Vec<String>], ) -> Result<FittedOrdinalEncoder, RustMlError>
Fit the encoder, learning the vocabulary for each column.
columns is a list of columns where each column is a Vec<String>.
All columns must have the same length.
Trait Implementations§
Source§impl Clone for OrdinalEncoder
impl Clone for OrdinalEncoder
Source§fn clone(&self) -> OrdinalEncoder
fn clone(&self) -> OrdinalEncoder
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 OrdinalEncoder
impl Debug for OrdinalEncoder
Source§impl Default for OrdinalEncoder
impl Default for OrdinalEncoder
Source§fn default() -> OrdinalEncoder
fn default() -> OrdinalEncoder
Returns the “default value” for a type. Read more
Source§impl<'de> Deserialize<'de> for OrdinalEncoder
impl<'de> Deserialize<'de> for OrdinalEncoder
Source§fn deserialize<__D>(
__deserializer: __D,
) -> Result<OrdinalEncoder, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(
__deserializer: __D,
) -> Result<OrdinalEncoder, <__D as Deserializer<'de>>::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Source§impl Serialize for OrdinalEncoder
impl Serialize for OrdinalEncoder
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 OrdinalEncoder
impl RefUnwindSafe for OrdinalEncoder
impl Send for OrdinalEncoder
impl Sync for OrdinalEncoder
impl Unpin for OrdinalEncoder
impl UnsafeUnpin for OrdinalEncoder
impl UnwindSafe for OrdinalEncoder
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.