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DriftDetectionAnalysis

datasynth_eval::statistical

Struct DriftDetectionAnalysis

pub struct DriftDetectionAnalysis {
    pub sample_size: usize,
    pub drift_detected: bool,
    pub drift_count: usize,
    pub drift_magnitude: f64,
    pub detection_metrics: DriftDetectionMetrics,
    pub hellinger_distance: Option<f64>,
    pub psi: Option<f64>,
    pub rolling_mean_change: f64,
    pub rolling_std_change: f64,
    pub passes: bool,
    pub issues: Vec<String>,
}

Expand description

Results from drift detection analysis.

Fields§

§sample_size: usize

Number of data points analyzed.

§drift_detected: bool

Whether any drift was detected.

§drift_count: usize

Number of drift points detected.

§drift_magnitude: f64

Overall magnitude of detected drift.

§detection_metrics: DriftDetectionMetrics

Detection metrics (precision, recall, F1).

§hellinger_distance: Option<f64>

Hellinger distance between first and second half.

§psi: Option<f64>

Population Stability Index.

§rolling_mean_change: f64

Relative change in rolling mean.

§rolling_std_change: f64

Relative change in rolling standard deviation.

§passes: bool

Whether the analysis passes quality thresholds.

§issues: Vec<String>

Issues identified during analysis.

Trait Implementations§

impl Clone for DriftDetectionAnalysis

fn clone(&self) -> DriftDetectionAnalysis

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 DriftDetectionAnalysis

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for DriftDetectionAnalysis

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 DriftDetectionAnalysis

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 DriftDetectionAnalysis

impl RefUnwindSafe for DriftDetectionAnalysis

impl Send for DriftDetectionAnalysis

impl Sync for DriftDetectionAnalysis

impl Unpin for DriftDetectionAnalysis

impl UnwindSafe for DriftDetectionAnalysis

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>,