Module basic 

Basic validation functions for dataset statistical properties

This module provides fundamental validation functions that check basic statistical properties of datasets including size, consistency, distribution properties, correlations, and outliers.

Functions

validate_basic_statistics

Validate basic statistical properties of a dataset

validate_correlation_structure

Validate correlation structure

validate_distribution_properties

Validate distribution properties (mean, variance, etc.)

validate_normality

Validate normality using Shapiro-Wilk approximation

validate_outliers

Validate outlier detection