Concepts#
Unified Event Tables#
The primary input is a unified event-table representation for design-study records. This contract enables analysis functions to compose across data sources.
Required and Recommended Columns#
Required columns are intentionally minimal. Recommended columns preserve interpretability for actor-level, session-level, and event-type analyses.
Derivation and Validation#
Real research datasets are often incomplete or heterogenous. Validation and mapper-based derivation formalize how missing analytical fields are resolved, which improves reproducibility and reduces undocumented data wrangling.
Analysis Families#
sequence: transition and temporal-structure questions
language: semantic convergence and discourse questions
embedding maps: embedding structure, trajectories, and scalar-overlay questions
stats: inferential and effect-size questions
Artifacts and Summaries#
The package writes machine-readable summaries and optional tables/plots so analyses can be incorporated into larger experimental pipelines.
Provenance and Repeatability#
Runtime context capture and manifest writing support reruns, audit trails, and transparent reporting of environment assumptions.