Module api_standardization_enhanced 

Enhanced API Standardization Framework for scirs2-stats v1.0.0+

This module extends the base API standardization with advanced features including fluent API patterns, method chaining, async support, streaming operations, and intelligent auto-configuration for optimal user experience and performance.

Structs

ChainedResults

Collection of chained results

DataRequirements

Data requirements for operations

FluentCorrelation

Fluent correlation analysis API

FluentDescriptive

Fluent descriptive statistics API

FluentRegression

Fluent regression analysis API

FluentStats

Enhanced fluent statistics API builder

FluentStatsConfig

Enhanced fluent API configuration with intelligent defaults

FluentTesting

Fluent hypothesis testing API

OperationResult

Result of a single operation

StatisticalOperation

Statistical operation definition

Enums

AutoOptimizationLevel

Auto-optimization levels

CorrelationMethod

Correlation methods

CorrelationType

Correlation types

DescriptiveOperation

Descriptive statistics operations

MemoryStrategy

Memory management strategies

OperationType

Types of statistical operations

RegressionType

Regression types

ResultFormat

Result format preferences

TestType

Hypothesis test types

Functions

quick_correlation

Quick correlation analysis with fluent API

quick_descriptive

Quick descriptive statistics with fluent API

stats

Convenience functions for creating fluent API instances

stats_with