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MobilityOps/docs/07-data-quality.md
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NuklearRabbit c981aad2a3 docs(release): update contracts and docs for functional-completion changes
Add the new endpoints to contracts/openapi.yaml and docs/05-api-contract.md
(return-preview, the four rule-specific data-quality resolution endpoints,
search, integration status, scheduled-scan), document the role matrix and
the audit before/after exposure in docs/12-security-and-audit.md, document
each rule type's actual resolution flow in docs/07-data-quality.md
(including the deliberate evidence-fingerprint simplification and the
reopened_from/previous_decision recurrence link), document the preview/
commit relationship in docs/08-return-workflow.md, and update README.md's
scope/integration-status/quality-gate sections to match what's actually
implemented and verified now. Also drops docs/05-api-contract.md's mention
of GET /api/v1/system/status, which was never implemented.
2026-08-02 07:10:37 +02:00

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# Data-quality rules
Run rules after seed/import, after relevant commands and through an explicit scan service. Rules must be deterministic and explainable.
## DQ-01 Possible duplicate customer
Signals and example weights:
- exact normalized email: 60;
- exact normalized phone: 50;
- exact postal code: 10;
- strong normalized full-name similarity: up to 30.
Open an issue at score >= 70. Store individual signals; do not expose a mysterious AI-only confidence.
Resolution:
- merge into selected survivor;
- reject as not duplicate;
- defer.
Merge rewires booking references, preserves the loser as a tombstone and audits before/after values.
## DQ-02 Missing required field
Required for active customers: first name, last name and at least one of email or phone. Required for active vehicles: registration number, make, model and location.
Resolution: `POST /provide-fields` accepts only the fields the entity type actually
requires (rejects anything else), applies them, and re-runs the same missing-field check.
The issue resolves only once nothing required remains missing; a partial submission
updates the record and its evidence but leaves the issue open.
## DQ-03 Odometer regression
Flag an inspection or maintenance reading below the canonical odometer. Never lower the canonical value automatically.
Resolution: `POST /resolve-odometer-regression` offers exactly two bounded decisions —
`retain_canonical` (the submitted reading is treated as erroneous; canonical is
untouched) or `correct_reading` (updates a named related booking's reading and the
vehicle's canonical odometer together). A `correct_reading` value below the current
canonical is rejected, since it would not resolve the regression, not silently applied.
## DQ-04 Booking overlap
Flag overlapping `reserved` or `active` bookings for one vehicle. Normal write APIs reject new overlaps; the seed/import path may create one controlled legacy conflict.
Resolution: `POST /resolve-overlap` blocks one of the two named overlapping bookings
(minimal safe resolution, not a scheduling calendar) and re-verifies no
reserved/active overlap remains among the issue's related bookings before resolving.
## DQ-05 Vehicle status conflict
Examples:
- status `available` while an active booking exists;
- status `rented` without an active booking;
- status `available` while critical open quality issue exists;
- status `maintenance` with an active booking.
Resolution: `POST /apply-recommended-status` computes a recommendation from one
authoritative function mirroring the conditions above, applies it, and re-runs the same
function to confirm the conflict is actually gone before resolving.
## Lifecycle
Detection is idempotent by `(rule_type, entity_type, entity_id)` while open — the CSV
seed rows don't carry a stable evidence fingerprint, so the literal
`(..., evidence fingerprint)` scheme from an earlier draft of this rule was dropped as
unworkable for seeded data; re-implementing it would need to reconcile with that. Resolved
issues remain historical. Reintroduced evidence creates a new issue whose evidence carries
`reopened_from` (the prior issue's reference) and `previous_decision` (its resolved
status), so a repeat problem is never presented as if no decision was ever made.