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Lighting Setups Data Quality Suite: Record Audit + Deduplication + Numeric Distribution
x402
Lighting Setups Data Quality Suite: Record Audit + Deduplication + Numeric Distribution is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-21).
Runs three local analytical reports on lighting setup records — record quality audit, exact row deduplication, and numeric distribution — for up to 200 rows covering light_count and render_seconds fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Lighting setups — Record quality audit + Exact row deduplication + Numeric distribution: Record quality audit + Exact row deduplication + Numeric distribution for supplied lighting setups records (light_count, render_seconds). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.
Output
Returns three independent reports: (1) a record quality audit flagging missing, null, or malformed values per field; (2) an exact row deduplication report identifying repeated rows; and (3) a numeric distribution summary (e.g. min, max, mean, percentiles, histogram bins) for the selected numeric field (light_count or render_seconds). All computed locally with no external lookups.
Example use cases
Pre-pipeline lighting data cleanup
“I have 120 rows of lighting setup data with row_id, asset_group, date, light_count, and render_seconds. Before I hand it off to the render farm, can you run a record quality audit, find any exact duplicate rows, and show me the numeric distribution for render_seconds?”
QA check on 3D asset group records
“We just exported our lighting configs for asset groups A through D — about 80 rows. Can you audit the record quality, deduplicate any repeated rows, and give me a distribution breakdown of light_count values?”
Render time profiling for studio report
“I need to profile our render_seconds data across 150 lighting setup rows. Run the record quality audit, check for duplicate entries, and give me a numeric distribution of render_seconds so I can include it in our studio performance report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-creative-11-210?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need a fast, low-cost ($0.01 USDC) bundled data quality pass on lighting setup tabular records — specifically when you want all three of record auditing, deduplication, and numeric profiling in a single call without external data lookups or predictions. Ideal for pre-processing steps before render pipelines or reporting workflows involving up to 200 lighting configuration rows.
Side effects
- Rows array empty or missing — validation error returned
- More than 200 rows submitted — request rejected with row limit error
- Invalid date format (not YYYY-MM-DD) in any row — schema validation failure
- Invalid field enum value (not light_count or render_seconds) — rejected
- Null-only numeric field selected — distribution report may return degenerate statistics
- row_id missing or exceeds 80 characters — schema rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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