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Label Review Analytics: Exact Row Deduplication + Duplicate Key Report
x402
Label Review Analytics: Exact Row Deduplication + Duplicate Key Report is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-15).
Performs exact row deduplication and duplicate key detection on label review records (reviewed_records, changed_labels), returning two independent analytical reports for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Label review — Exact row deduplication + Duplicate key report: Exact row deduplication + Duplicate key report for supplied label review records (reviewed_records, changed_labels). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.
Output
Returns two independent reports: (1) an exact row deduplication report identifying fully identical rows across all fields, and (2) a duplicate key report flagging rows that share the same key values (e.g. row_id, dataset_group, date) even if other fields differ. Analysis is performed locally on the supplied data with no external lookups.
Example use cases
Annotation QA deduplication audit
“I've got a batch of label review records from our annotation pipeline — about 120 rows covering several dataset groups across different dates, with reviewed_records and changed_labels counts. Can you run an exact row deduplication check and a duplicate key report on all of them so I can see which entries are redundant before I merge them into our master dataset?”
Label review data cleaning before model training
“Before I feed this label review log into our training pipeline, can you deduplicate it exactly and flag any rows that share the same key fields? I have around 80 rows with row_id, dataset_group, date, reviewed_records, and changed_labels.”
Multi-group dataset consistency check
“We've combined label review exports from three different dataset groups and I suspect there are overlapping rows. Can you run both an exact row dedup and a duplicate key report on the combined set — it's about 175 rows — and tell me what's duplicated?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-12-038?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need fast, offline deduplication and duplicate key detection specifically on label review records with the reviewed_records and changed_labels schema. It is ideal for ML annotation pipeline QA, pre-training data cleaning, and audit workflows where you want two distinct reports (exact row duplicates and key-level duplicates) in a single inexpensive call with no external data dependencies.
Side effects
- Exceeds 200-row limit — request rejected or truncated
- Invalid date format (not YYYY-MM-DD) — schema validation error
- Missing required fields (row_id, reviewed_records, changed_labels) — validation failure
- Numeric values outside allowed range (±1,000,000,000,000) — schema rejection
- Empty rows array — minimum item count violation
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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