Module data_quality

Module data_quality 

Source
Expand description

Data Quality Validation Framework

Comprehensive data quality checks for preprocessing pipelines. Validates data before and after transformations to ensure correctness.

Structs§

CorrelationWarning
Correlation warning between features
DataQualityConfig
Configuration for data quality validation
DataQualityReport
Data quality report with comprehensive statistics
DataQualityValidator
Data quality validator
DistributionStats
Distribution statistics for a feature
MissingStats
Missing value statistics for a feature
OutlierStats
Outlier statistics for a feature
QualityIssue
Data quality issue

Enums§

IssueCategory
Issue category
IssueSeverity
Issue severity level
OutlierMethod
Outlier detection method