run_eda
Run preset bundles of data checks to profile datasets and uncover quality issues, PII, bias, and leakage, returning a summary card with findings for modeling.
Instructions
Run a preset bundle of checks. Returns one summary card + run_id + artifact path.
Presets:
- 'quick' — Level 0–1 (profile + check_quality), <1s for typical data.
- 'standard' — Level 0–2 (adds distributions, correlations, duplicates), <10s.
- 'deep' — Level 0–6 (adds multicollinearity, temporal*, leakage, bias, pii).
- 'exhaustive' — deep + dimensionality + stability + text columns.
*temporal only runs when hints.time_column is provided.
hints (optional): {target_column, time_column, group_columns,
protected_attributes, id_columns, domain}. Pre-fills follow-up tool calls
and unlocks target-leakage / disparate-impact checks. Output size: small
(top-10 findings); full results written to artifact.
Input Schema
| Name | Required | Description | Default |
|---|---|---|---|
| hints | No | ||
| preset | No | standard | |
| source_id | Yes |
Output Schema
| Name | Required | Description | Default |
|---|---|---|---|
No arguments | |||