Examples#
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. The featured examples below list dependencies, expected scope, and the primary concept they demonstrate.
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 a first-order Markov chain directly from event rows.
Requires: base install Runtime: short Teaches: token extraction from events, transition modeling, sequence summaries
Language Custom Embedder#
Run language-convergence workflows with custom embedding logic.
Requires: base install; the script supplies a custom embedder Runtime: medium Teaches: semantic trajectory analysis, embedder integration, text-study interpretation
Embedding Maps Trajectories#
Plot trace-aware embedding maps with scalar value overlays.
Requires: base install; maps adds optional comparison methods
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#
Fit an ordinary least-squares model over event-derived variables.
Requires: base install Runtime: short Teaches: model setup, coefficient interpretation, effect-focused reporting