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Sampling Observations Data Quality Suite: Record Audit + Deduplication + Duplicate Key Report
x402
Sampling Observations Data Quality Suite: Record Audit + 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).
Runs three local analytical reports on up to 200 sampling observation rows: a record quality audit, exact row deduplication, and a duplicate key report for sample_value and sample_weight fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Sampling observations — Record quality audit + Exact row deduplication + Duplicate key report: Record quality audit + Exact row deduplication + Duplicate key report for supplied sampling observations records (sample_value, sample_weight). 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
Three independent reports: (1) a record quality audit flagging data issues in the supplied rows, (2) an exact row deduplication report identifying fully identical records, and (3) a duplicate key report highlighting rows with repeated key combinations across sample_value and sample_weight fields. All analysis is performed locally on the submitted data with no external lookups.
Example use cases
Survey sample deduplication before analysis
“I have 120 rows of survey sampling data with sample_value and sample_weight columns — can you check them for exact duplicate rows and generate a duplicate key report so I know what to clean up before running my analysis?”
Audit weighted observation records for quality
“Before I submit my sampling dataset to the stats team, can you run a record quality audit on my 80 observation rows and flag any data quality problems in the sample_value or sample_weight fields?”
Detect repeated rows in grouped sample data
“I've got sampling observations split across groups like 'group-a' and 'group-b' with dates and weights — can you run the exact row deduplication and duplicate key report to see if any rows are being counted twice?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-15-209?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three simultaneous data quality reports (record audit, deduplication, and duplicate key detection) on sampling observation data with sample_value and sample_weight fields, all in a single low-cost call. Ideal for pre-analysis data cleaning pipelines where you need to validate survey or measurement datasets of up to 200 rows without any external data access or prediction.
Side effects
- More than 200 rows submitted — request rejected due to maxItems limit
- Missing required fields (row_id, dataset_group, date, sample_value, sample_weight) — validation error
- date field not in YYYY-MM-DD format — schema validation failure
- sample_value or sample_weight outside allowed numeric range — rejection
- Empty rows array (minItems: 1 not met) — error response
- Payment not provided or insufficient — x402 payment required response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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