Workflows

Analysis families map to different empirical questions.

Family	Use when
Sequence	Order and transitions matter
Language	Text content and convergence matter
Embedding maps	Embedding structure, trajectories, or scalar overlays need inspection
Statistics	Effect-size estimation or inference matters

Sequence workflows are centered on transition structure and temporal dynamics. Language workflows are centered on discourse and semantic movement. Embedding map workflows are centered on structure discovery and trajectory interpretation in learned representations. Statistical workflows are centered on hypothesis testing, regression, and uncertainty quantification.

Subpages

• Sequence Workflows
• Language Workflows
• Embedding Maps Workflows
• Statistical Workflows

CLI Integration

The CLI mirrors these families with deterministic JSON summary outputs. Use validate-table before analysis-family runs when ingesting new datasets, then persist --summary-json outputs as pipeline artifacts for reproducible reporting.