Struct QualityIssueLabel 

pub struct QualityIssueLabel {
    pub issue_id: String,
    pub issue_type: LabeledIssueType,
    pub subtype: Option<QualityIssueSubtype>,
    pub document_id: String,
    pub field_name: String,
    pub original_value: Option<String>,
    pub modified_value: Option<String>,
    pub severity: u8,
    pub processor: String,
    pub metadata: HashMap<String, String>,
}

A label describing a data quality issue for ML training.

Fields

issue_id: String

Unique identifier for this issue

issue_type: LabeledIssueType

Type of quality issue

subtype: Option<QualityIssueSubtype>

More specific subtype

document_id: String

ID of the affected document/record

field_name: String

Name of the affected field

original_value: Option<String>

Original value before modification (if available)

modified_value: Option<String>

Modified/corrupted value (if applicable)

severity: u8

Severity level (1-5)

processor: String

Name of the processor that created this issue

metadata: HashMap<String, String>

Additional metadata

Implementations

impl QualityIssueLabel

pub fn new( issue_type: LabeledIssueType, document_id: impl Into<String>, field_name: impl Into<String>, processor: impl Into<String>, ) -> Self

Create a new quality issue label.

pub fn with_subtype(self, subtype: QualityIssueSubtype) -> Self

Set the subtype.

pub fn with_original(self, value: impl Into<String>) -> Self

Set the original value.

pub fn with_modified(self, value: impl Into<String>) -> Self

Set the modified value.

pub fn with_values( self, original: impl Into<String>, modified: impl Into<String>, ) -> Self

Set both original and modified values.

pub fn with_severity(self, severity: u8) -> Self

Set the severity level.

pub fn with_metadata( self, key: impl Into<String>, value: impl Into<String>, ) -> Self

Add metadata.

pub fn missing_value( document_id: impl Into<String>, field_name: impl Into<String>, processor: impl Into<String>, ) -> Self

Create a missing value label.

pub fn typo( document_id: impl Into<String>, field_name: impl Into<String>, original: impl Into<String>, modified: impl Into<String>, processor: impl Into<String>, ) -> Self

Create a typo label.

pub fn format_variation( document_id: impl Into<String>, field_name: impl Into<String>, original: impl Into<String>, modified: impl Into<String>, processor: impl Into<String>, ) -> Self

Create a format variation label.

pub fn duplicate( document_id: impl Into<String>, original_doc_id: impl Into<String>, processor: impl Into<String>, ) -> Self

Create a duplicate label.

Trait Implementations

impl Clone for QualityIssueLabel

fn clone(&self) -> QualityIssueLabel

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for QualityIssueLabel

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

Formats the value using the given formatter.

impl<'de> Deserialize<'de> for QualityIssueLabel

fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>

where __D: Deserializer<'de>,

Deserialize this value from the given Serde deserializer.

impl Serialize for QualityIssueLabel

fn serialize<__S>(&self, __serializer: __S) -> Result<__S::Ok, __S::Error>

where __S: Serializer,

Serialize this value into the given Serde serializer.