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Get Started Free →Exploratory data analysis notebook exemplar — notebook-to-src extraction workflow, tested EDA library, deterministic dataset, diagnostic figures.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-01 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-02 | ✗→✓ | ▲ Improved | 23% | 0% |
| case-03 | ✗→✓ | ▲ Improved | -34% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -37% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -48% | 0% |
Project-scoped skill for the in-repo exemplar at projects/templates/template_eda_notebook/. Load this when working inside the project.
template_eda_notebook exemplar — running scripts, editing source,or regenerating outputs.
no-mocks testing) still hold after changes.
bash# From the repository root uv run pytest projects/templates/template_eda_notebook/tests --cov=projects/templates/template_eda_notebook/src --cov-fail-under=90 uv run python scripts/pipeline/stage_02_analysis.py --project templates/template_eda_notebook uv run python scripts/pipeline/stage_03_render.py --project templates/template_eda_notebook uv run python scripts/pipeline/stage_04_validate.py --project templates/template_eda_notebook uv run python scripts/pipeline/stage_05_copy.py --project templates/template_eda_notebook
src/ or sharedinfrastructure/, not in scripts/.
computation.
output/ — regenerate fromsource and config.
eda_analysis.pywrites output/figures/figure_registry.json only after all three registered PNGs exist; incomplete sets raise instead of producing partial provenance.
as working directory unless the child AGENTS.md states otherwise.
AGENTS.mdREADME.mdTODO.mdprojects/AGENTS.mdOther measured skills in the registry, with their headline benchmark lift.