Struct EnsembleResult

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pub struct EnsembleResult {
    pub consensus_labels: Array1<i32>,
    pub individual_results: Vec<ClusteringResult>,
    pub consensus_stats: ConsensusStatistics,
    pub diversity_metrics: DiversityMetrics,
    pub ensemble_quality: f64,
    pub stability_score: f64,
}

Expand description

Ensemble clustering result

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§consensus_labels: Array1<i32>

Final consensus labels

§individual_results: Vec<ClusteringResult>

Individual clustering results

§consensus_stats: ConsensusStatistics

Consensus statistics

§diversity_metrics: DiversityMetrics

Diversity metrics

§ensemble_quality: f64

Overall quality score

§stability_score: f64

Stability score

Implementations§

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impl EnsembleResult

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pub fn new( consensus_labels: Array1<i32>, individual_results: Vec<ClusteringResult>, consensus_stats: ConsensusStatistics, diversity_metrics: DiversityMetrics, ensemble_quality: f64, stability_score: f64, ) -> Self

Create a new ensemble result

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pub fn n_consensus_clusters(&self) -> usize

Get number of consensus clusters

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pub fn consensus_cluster_sizes(&self) -> Vec<usize>

Get consensus cluster sizes

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pub fn average_individual_quality(&self) -> f64

Get average quality of individual results

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pub fn best_individual_result(&self) -> Option<&ClusteringResult>

Get best individual result

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pub fn algorithm_distribution(&self) -> HashMap<String, usize>

Get algorithm distribution

Trait Implementations§

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impl Clone for EnsembleResult

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fn clone(&self) -> EnsembleResult

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 EnsembleResult

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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 EnsembleResult

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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 EnsembleResult

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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

Auto Trait Implementations§

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impl UnwindSafe for EnsembleResult

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> 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 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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