Examples Guide#
The examples in this repository are runnable research-oriented scripts. They are designed to show not only API usage, but how the library fits into realistic experimental workflows. Each example lists dependencies, expected scope, and the primary concept it demonstrates.
Featured Examples#
Unified Table Validation#
Validate and normalize a unified event table before modeling.
Requires: base install Runtime: short Teaches: schema checks, missing-column handling, derivation-first analysis setup
Sequence From Table#
Fit sequence models directly from event rows.
Requires: seq for full HMM coverage
Runtime: short
Teaches: token extraction from events, transition modeling, sequence summaries
Language Custom Embedder#
Run language-convergence workflows with custom embedding logic.
Requires: lang,embeddings
Runtime: medium
Teaches: semantic trajectory analysis, embedder integration, text-study interpretation
Embedding Maps Trajectories#
Plot trace-aware embedding maps with scalar value overlays.
Requires: maps
Runtime: short
Teaches: multi-method map comparison, trace overlays, and scalar-colored trajectories
Idea Space Metrics#
Compute idea-space coverage and trajectory summaries, then render the main plots.
Requires: base install Runtime: short Teaches: coverage metrics, divergence diagnostics, and top-level visualization helpers
Stats Regression#
Run inferential modeling over event-derived variables.
Requires: stats,data
Runtime: short
Teaches: model setup, coefficient interpretation, effect-focused reporting