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AnomalyScoringAnalysis

datasynth_eval::ml

Struct AnomalyScoringAnalysis

pub struct AnomalyScoringAnalysis {
    pub anomaly_separability: f64,
    pub avg_anomaly_score: f64,
    pub avg_normal_score: f64,
    pub per_type_separability: Vec<(String, f64)>,
    pub total_records: usize,
    pub passes: bool,
    pub issues: Vec<String>,
}

Expand description

Results of anomaly scoring analysis.

Fields§

§anomaly_separability: f64

AUC-ROC measuring anomaly separability (0.5 = random, 1.0 = perfect).

§avg_anomaly_score: f64

Average anomaly score for anomaly records.

§avg_normal_score: f64

Average anomaly score for normal records.

§per_type_separability: Vec<(String, f64)>

Per-type separability metrics (reserved for future use).

§total_records: usize

Total number of records analyzed.

§passes: bool

Whether the analysis passes all thresholds.

§issues: Vec<String>

Issues found during analysis.

Trait Implementations§

impl Clone for AnomalyScoringAnalysis

fn clone(&self) -> AnomalyScoringAnalysis

Returns a duplicate of the value. Read more

1.0.0 · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

impl Debug for AnomalyScoringAnalysis

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for AnomalyScoringAnalysis

fn deserialize<D>(deserializer: D) -> Result<Self, D::Error>
where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer. Read more

impl Serialize for AnomalyScoringAnalysis

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§

impl Freeze for AnomalyScoringAnalysis

impl RefUnwindSafe for AnomalyScoringAnalysis

impl Send for AnomalyScoringAnalysis

impl Sync for AnomalyScoringAnalysis

impl Unpin for AnomalyScoringAnalysis

impl UnsafeUnpin for AnomalyScoringAnalysis

impl UnwindSafe for AnomalyScoringAnalysis

Blanket Implementations§

impl<T> Any for T
where T: 'static + ?Sized,

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

impl<T> Borrow<T> for T
where T: ?Sized,

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

impl<T> BorrowMut<T> for T
where T: ?Sized,

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

impl<T> CloneToUninit for T
where T: Clone,

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

impl<T> From<T> for T

fn from(t: T) -> T

Returns the argument unchanged.

impl<T, U> Into<U> for T
where U: From<T>,

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

impl<T> Same for T

type Output = T

Should always be Self

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

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

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more

fn is_in_subset(&self) -> bool

Checks if self is actually part of its subset T (and can be converted to it).

fn to_subset_unchecked(&self) -> SS

Use with care! Same as self.to_subset but without any property checks. Always succeeds.

fn from_subset(element: &SS) -> SP

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

impl<T> ToOwned for T
where T: Clone,

type Owned = T

The resulting type after obtaining ownership.

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more

impl<T, U> TryFrom<U> for T
where U: Into<T>,

type Error = Infallible

The type returned in the event of a conversion error.

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.

impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

fn vzip(self) -> V

impl<T> DeserializeOwned for T
where T: for<'de> Deserialize<'de>,