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Label Review Analytics — Duplicate Key Report + Category Frequencies
x402
Label Review Analytics — Duplicate Key Report + Category Frequencies 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).
Generates two analytical reports — a duplicate key report and category frequency summary — from supplied label review records, covering up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Label review — Duplicate key report + Category frequencies: Duplicate key report + Category frequencies 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) a duplicate key report identifying any repeated row_id values across the submitted records, and (2) a category frequency summary showing how often each dataset_group value appears in the input data. Both reports are derived entirely from the supplied rows with no external lookups or predictions.
Example use cases
Annotation pipeline duplicate audit
“I've got a batch of label review logs with row IDs, dataset groups, dates, reviewed records, and changed labels — check for any duplicate row IDs and give me a frequency breakdown by dataset group so I can catch data entry errors before we train.”
ML dataset review quality check
“Can you take these label review records across groups A, B, and C and tell me if any row IDs are duplicated, plus how often each group shows up in the dataset? I want to make sure our review coverage is balanced.”
Weekly labeling summary for team report
“Here are this week's label review entries with dates from 2026-10-01 to 2026-10-07, covering multiple dataset groups — run a duplicate key check and show me the category frequencies so I can include a quality summary in our weekly report.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-12-057?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need fast, local analytical reporting on label review data — specifically duplicate key detection and category frequency counts — without any external API calls, live predictions, or professional assessments. It is ideal for data quality audits on annotation and label review pipelines where you have structured row-level data with group and date dimensions. At $0.01 USDC for two reports on up to 200 rows, it is cost-effective for routine batch quality checks.
Side effects
- Fewer than 1 row submitted — request rejected
- More than 200 rows submitted — exceeds limit, request rejected
- Missing required fields (row_id, dataset_group, date, reviewed_records, changed_labels) — validation error
- Date field does not match YYYY-MM-DD pattern — schema validation failure
- row_id exceeds 80 character limit — schema validation failure
- Payment not included or insufficient — x402 payment required error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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