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DataQualityStats

datasynth_generators::data_quality

Struct DataQualityStats

pub struct DataQualityStats {
    pub missing_values: MissingValueStats,
    pub format_variations: FormatVariationStats,
    pub duplicates: DuplicateStats,
    pub typos: TypoStats,
    pub encoding_issues: usize,
    pub total_records: usize,
    pub records_with_issues: usize,
}

Expand description

Combined statistics for all data quality issues.

Fields§

§missing_values: MissingValueStats

Missing value statistics.

§format_variations: FormatVariationStats

Format variation statistics.

§duplicates: DuplicateStats

Duplicate statistics.

§typos: TypoStats

Typo statistics.

§encoding_issues: usize

Encoding issues injected.

§total_records: usize

Total records processed.

§records_with_issues: usize

Records with any quality issue.

Implementations§

impl DataQualityStats

pub fn overall_issue_rate(&self) -> f64

Returns the overall issue rate.

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

Returns a summary of issues.

Trait Implementations§

impl Clone for DataQualityStats

fn clone(&self) -> DataQualityStats

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 DataQualityStats

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

Formats the value using the given formatter. Read more

impl Default for DataQualityStats

fn default() -> DataQualityStats

Returns the “default value” for a type. Read more

Auto Trait Implementations§

impl Freeze for DataQualityStats

impl RefUnwindSafe for DataQualityStats

impl Send for DataQualityStats

impl Sync for DataQualityStats

impl Unpin for DataQualityStats

impl UnwindSafe for DataQualityStats

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> 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