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Employment Observations — Duplicate Key Report + Adjacent Row Changes
x402
Employment Observations — Duplicate Key Report + Adjacent Row Changes is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-30).
Analyzes a supplied dataset of employment observations to produce a duplicate key report and an adjacent row changes report for employed_count or labour_force_count.
Price / call$0.01
Success—
StatusUnknown
How this service works
Employment observations — Duplicate key report + Adjacent row changes: Duplicate key report + Adjacent row changes for supplied employment observations records (employed_count, labour_force_count). 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
Two independent analytical reports: (1) a duplicate key report identifying any row_ids or region+date combinations that appear more than once in the supplied dataset, and (2) an adjacent row changes report highlighting where the selected field (employed_count or labour_force_count) differs between consecutive rows. Results are derived entirely from the supplied data with no external lookups.
Example use cases
Detect duplicates in regional payroll data
“I have a table of monthly employment observations by region with row IDs, dates, employed_count, and labour_force_count — can you run a duplicate key check on it and tell me which row IDs appear more than once?”
Audit consecutive changes in labour force counts
“Can you look at these employment records and tell me where the labour_force_count changes between adjacent rows, sorted by date and region? I want to spot any sudden jumps or drops.”
Data quality check before econometric analysis
“Before I feed these employment observation rows into my model, can you run both a duplicate key report and an adjacent row changes report on the employed_count field so I can clean up any issues first?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-economics-03-062?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need simultaneous duplicate key detection and adjacent row change analysis on employment observation data (employed_count or labour_force_count) in a single low-cost call. It is purpose-built for economics and labour statistics datasets and bundles two quality reports for $0.01 USDC, making it efficient for pre-processing pipelines or data audits up to 200 rows.
Side effects
- Empty or missing rows array returns an error
- Rows exceeding 200 items are rejected
- Invalid date format (non-YYYY-MM-DD) causes validation failure
- Unknown field enum value causes rejection
- Malformed row objects missing required fields (row_id, region, date) are rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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