Examples

Runnable demo scripts covering every ts-shape module. Each example generates synthetic data and demonstrates the full API.

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By Domain

Example	Modules Demonstrated	Run Command
Quality Events	OutlierDetectionEvents, StatisticalProcessControlRuleBased, ToleranceDeviationEvents	python examples/quality_events_demo.py
Production Events	MachineStateEvents, LineThroughputEvents, ChangeoverEvents, FlowConstraintEvents	python examples/production_events_demo.py
Production Tracking	PartProductionTracking, CycleTimeTracking, DowntimeTracking, QualityTracking, ShiftReporting	python examples/production_tracking_demo.py
Engineering Events	SetpointChangeEvents (advanced usage)	python examples/setpoint_events_advanced_usage.py
Maintenance Events	DegradationDetectionEvents, FailurePredictionEvents, VibrationAnalysisEvents	python examples/maintenance_events_demo.py
Energy Events	EnergyConsumptionEvents, EnergyEfficiencyEvents	python examples/energy_events_demo.py
Correlation Events	SignalCorrelationEvents, AnomalyCorrelationEvents	python examples/correlation_events_demo.py
Supply Chain Events	InventoryMonitoringEvents, LeadTimeAnalysisEvents, DemandPatternEvents	python examples/supplychain_events_demo.py

By Pipeline Stage

Example	Modules Demonstrated	Run Command
Loader Usage	ParquetLoader, MetadataJsonLoader, DataIntegratorHybrid	python examples/loader_usage_demo.py
Transform Operations	NumericFilter, StringFilter, DateTimeFilter, NumericCalc	python examples/transform_operations_demo.py
Statistics & Features	NumericStatistics, TimeGroupedStatistics, FeatureTable	python examples/features_statistics_demo.py
Cycle Extractor	CycleExtractor (6 detection methods)	python examples/cycle_extractor_enhancements_demo.py
Context Enricher	ContextEnricher, ValueMapping	python examples/context_enricher_demo.py
Statistics (Basic)	NumericStatistics, StringStatistics, BooleanStatistics	python examples/statistics_demo.py