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DatasetQualityMetrics

sklears_datasets::validation::types

Struct DatasetQualityMetrics 

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pub struct DatasetQualityMetrics {
Show 16 fields
    pub overall_quality_score: f64,
    pub completeness_score: f64,
    pub consistency_score: f64,
    pub validity_score: f64,
    pub accuracy_score: f64,
    pub uniqueness_score: f64,
    pub timeliness_score: f64,
    pub missing_data_ratio: f64,
    pub outlier_ratio: f64,
    pub duplicate_ratio: f64,
    pub data_type_violations: usize,
    pub range_violations: usize,
    pub pattern_violations: usize,
    pub fingerprint: String,
    pub quality_issues: Vec<String>,
    pub recommendations: Vec<String>,

}
Expand description

Dataset quality metrics for comprehensive quality assessment

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§overall_quality_score: f64§completeness_score: f64§consistency_score: f64§validity_score: f64§accuracy_score: f64§uniqueness_score: f64§timeliness_score: f64§missing_data_ratio: f64§outlier_ratio: f64§duplicate_ratio: f64§data_type_violations: usize§range_violations: usize§pattern_violations: usize§fingerprint: String§quality_issues: Vec<String>§recommendations: Vec<String>

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impl DatasetQualityMetrics

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pub fn calculate_overall_score(&mut self)

Calculate overall quality score from individual metrics

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pub fn add_issue(&mut self, issue: String, recommendation: String)

Add a quality issue with recommendation

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pub fn generate_report(&self) -> String

Generate quality report summary

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impl Clone for DatasetQualityMetrics

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fn clone(&self) -> Self

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

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

Performs copy-assignment from source. Read more
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impl Debug for DatasetQualityMetrics

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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<'de> Deserialize<'de> for DatasetQualityMetrics

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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 DatasetQualityMetrics

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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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unsafe fn clone_to_uninit(&self, dest: *mut u8)

🔬This is a nightly-only experimental API. (clone_to_uninit)
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