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DataQualitySchemaConfig

Struct DataQualitySchemaConfig 

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pub struct DataQualitySchemaConfig {
    pub enabled: bool,
    pub preset: DataQualityPreset,
    pub missing_values: MissingValuesSchemaConfig,
    pub typos: TypoSchemaConfig,
    pub format_variations: FormatVariationSchemaConfig,
    pub duplicates: DuplicateSchemaConfig,
    pub encoding_issues: EncodingIssueSchemaConfig,
    pub generate_labels: bool,
    pub sink_profiles: SinkQualityProfiles,
}
Expand description

Data quality variation settings for realistic flakiness injection.

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§enabled: bool

Enable data quality variations

§preset: DataQualityPreset

Preset to use (overrides individual settings if set)

§missing_values: MissingValuesSchemaConfig

Missing value injection settings

§typos: TypoSchemaConfig

Typo injection settings

§format_variations: FormatVariationSchemaConfig

Format variation settings

§duplicates: DuplicateSchemaConfig

Duplicate injection settings

§encoding_issues: EncodingIssueSchemaConfig

Encoding issue settings

§generate_labels: bool

Generate quality issue labels for ML training

§sink_profiles: SinkQualityProfiles

Per-sink quality profiles (different settings for CSV vs JSON etc.)

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impl DataQualitySchemaConfig

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pub fn with_preset(preset: DataQualityPreset) -> Self

Creates a config for a specific preset profile.

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pub fn apply_preset(&mut self)

Applies the preset settings to the individual configuration fields. Call this after deserializing if preset is not Custom or None.

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pub fn effective_missing_rate(&self) -> f64

Returns the effective missing value rate (considering preset).

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pub fn effective_typo_rate(&self) -> f64

Returns the effective typo rate (considering preset).

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pub fn effective_duplicate_rate(&self) -> f64

Returns the effective duplicate rate (considering preset).

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pub fn clean() -> Self

Creates a clean profile config.

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pub fn noisy() -> Self

Creates a noisy profile config.

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pub fn legacy() -> Self

Creates a legacy profile config.

Trait Implementations§

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impl Clone for DataQualitySchemaConfig

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fn clone(&self) -> DataQualitySchemaConfig

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 DataQualitySchemaConfig

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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 Default for DataQualitySchemaConfig

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fn default() -> Self

Returns the “default value” for a type. Read more
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impl<'de> Deserialize<'de> for DataQualitySchemaConfig

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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 DataQualitySchemaConfig

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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

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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<U> 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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where T: Clone,

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type Owned = T

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fn to_owned(&self) -> T

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

Uses borrowed data to replace owned data, usually by cloning. Read more
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impl<T, U> TryFrom<U> for T
where U: Into<T>,

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type Error = Infallible

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

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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

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

Performs the conversion.
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impl<V, T> VZip<V> for T
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fn vzip(self) -> V

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