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# Asteria Fleet Data Quality Hub — Audit & Certification Skill

## Purpose

Solve data-quality audit and certification tasks against the Asteria Fleet Data Quality Hub. Each task asks you to reconcile overlapping source records, identify data-quality issues, compute normalized metrics, assign internal control codes, and produce a certification or release decision. The answer is always a single JSON object conforming to a strict schema supplied in `payloads/answer_template.json`.

## Entry Instructions

1. **Read the task materials.** Open `payloads/case_scope.json` and `payloads/answer_template.json` from the task's input directory. The case scope gives you the collection ID, business cutoff, seed/stable IDs, decision panels, certification thresholds, and action maps. The answer template is a JSON Schema that your output must satisfy exactly.

2. **Read `environment_access.md`** for the base URL, auth token, and allowed endpoints.

3. **Discover the catalog and schema.** `GET /api/catalog/collections` lists collections by family (contacts, fuel, freight, maintenance, …) with approximate record counts and source systems. `GET /api/catalog/schema` describes every logical view (`v_contacts`, `v_fuel_transactions`, `v_freight_charges`, `v_maintenance_events`, `v_reference_aliases`, `v_source_snapshots`, `v_unit_conversions`, `v_fx_rates`) and its fields.

4. **Query all required data** using `POST /api/query` with body `{"query": "<SQL>"}`. Paginate with `LIMIT 500 OFFSET n`. Key queries per task: