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Sampling Observations — Exact Row Deduplication + Duplicate Key Report
x402
Sampling Observations — 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).
Deduplicates sampling observation records by exact row match and generates a duplicate key report, processing up to 200 rows with two analytical reports per call.
Price / call$0.01
Success—
StatusUnknown
How this service works
Sampling observations — Exact row deduplication + Duplicate key report: Exact row deduplication + Duplicate key report for supplied sampling observations records (sample_value, sample_weight). 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 analytical reports: (1) an exact row deduplication result identifying and removing fully identical rows from the supplied sampling observations, and (2) a duplicate key report flagging records that share duplicate key values across the dataset. Both reports are computed locally from the submitted data with no external lookups.
Example use cases
Survey data cleanup before analysis
“I have up to 150 sampling observation records from my survey with row_id, dataset_group, date, sample_value, and sample_weight fields — can you run exact row deduplication and produce a duplicate key report so I can clean them before running statistics?”
Audit sampling dataset for repeated entries
“Before I hand off this dataset to the client, I need to check for duplicate rows in my 80 sampling observations — each row has a row_id, group label, date, sample value, and sample weight. Can you give me both the deduplication result and a report on any duplicate keys?”
QA pipeline for incoming sample records
“As part of my quality assurance step, I want to deduplicate these 200 incoming sampling observation rows and get a duplicate key report — the records include row_id, dataset_group, date, sample_value, and sample_weight fields.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-15-038?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and a duplicate key report for sampling observation data (with sample_value and sample_weight fields) in a single call for up to 200 rows. It is ideal for lightweight, self-contained data quality checks on survey or sampling datasets without requiring external data sources, live lookups, or prediction services. Prefer it over general-purpose analytics tools when you specifically need these two pre-packaged deduplication reports at low cost.
Side effects
- More than 200 rows submitted — request exceeds maxItems limit and will be rejected
- Missing required fields (row_id, dataset_group, date, sample_value, sample_weight) cause validation errors
- Invalid date format (not YYYY-MM-DD) triggers pattern validation failure
- Values outside allowed numeric range (±1,000,000,000,000) cause schema rejection
- Empty rows array (minItems:1 not met) results in error
- Payment not included or insufficient USDC causes x402 payment failure
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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