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AmountDistributionAnalysis

datasynth_eval::statistical

Struct AmountDistributionAnalysis

pub struct AmountDistributionAnalysis {Show 17 fields
    pub sample_size: usize,
    pub mean: Decimal,
    pub median: Decimal,
    pub std_dev: Decimal,
    pub min: Decimal,
    pub max: Decimal,
    pub percentile_1: Decimal,
    pub percentile_99: Decimal,
    pub skewness: f64,
    pub kurtosis: f64,
    pub lognormal_ks_stat: Option<f64>,
    pub lognormal_ks_pvalue: Option<f64>,
    pub fitted_mu: Option<f64>,
    pub fitted_sigma: Option<f64>,
    pub round_number_ratio: f64,
    pub nice_number_ratio: f64,
    pub passes: bool,
}

Expand description

Results of amount distribution analysis.

Fields§

§sample_size: usize

Number of samples analyzed.

§mean: Decimal

Mean amount.

§median: Decimal

Median amount.

§std_dev: Decimal

Standard deviation.

§min: Decimal

Minimum amount.

§max: Decimal

Maximum amount.

§percentile_1: Decimal

1st percentile.

§percentile_99: Decimal

99th percentile.

§skewness: f64

Skewness (positive = right-skewed, typical for financial data).

§kurtosis: f64

Kurtosis (excess kurtosis, 0 = normal distribution).

§lognormal_ks_stat: Option<f64>

Kolmogorov-Smirnov statistic against log-normal.

§lognormal_ks_pvalue: Option<f64>

P-value from KS test.

§fitted_mu: Option<f64>

Fitted log-normal mu parameter.

§fitted_sigma: Option<f64>

Fitted log-normal sigma parameter.

§round_number_ratio: f64

Ratio of round numbers (ending in .00).

§nice_number_ratio: f64

Ratio of nice numbers (ending in 0 or 5).

§passes: bool

Whether test passes thresholds.

Trait Implementations§

impl Clone for AmountDistributionAnalysis

fn clone(&self) -> AmountDistributionAnalysis

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 AmountDistributionAnalysis

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

Formats the value using the given formatter. Read more

impl<'de> Deserialize<'de> for AmountDistributionAnalysis

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 AmountDistributionAnalysis

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 AmountDistributionAnalysis

impl RefUnwindSafe for AmountDistributionAnalysis

impl Send for AmountDistributionAnalysis

impl Sync for AmountDistributionAnalysis

impl Unpin for AmountDistributionAnalysis

impl UnwindSafe for AmountDistributionAnalysis

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>,