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Sampling Observations — Exact Row Deduplication + Numeric Distribution
x402
Sampling Observations — Exact Row Deduplication + Numeric Distribution 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 two local analytical reports on supplied sampling observation records: exact row deduplication and numeric distribution analysis for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Sampling observations — Exact row deduplication + Numeric distribution: Exact row deduplication + Numeric distribution 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 independent analytical reports: (1) an exact row deduplication report identifying any fully repeated records across all fields, and (2) a numeric distribution report (e.g. min, max, mean, percentiles, histogram) for the selected field (sample_value or sample_weight) across the supplied rows.
Example use cases
Survey data deduplication check
“I collected 150 survey sample records across two groups and I want to know if any rows are exact duplicates and see the numeric distribution of the sample_value field — can you run both reports on my data?”
Weighted sample distribution analysis
“Here are 80 sampling observations with sample_weight values — run the exact deduplication check and give me the numeric distribution report for the sample_weight field.”
Multi-group sampling QA
“I have sampling records from group-a and group-b spanning several dates and I need to deduplicate them exactly and see the distribution of sample_value to make sure the data looks reasonable before I use it.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-15-039?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and numeric distribution analysis in a single call on sampling observation data with up to 200 rows. It is ideal for lightweight, local analytical QA on survey or sampling datasets without requiring any external data lookup or prediction. Prefer this over general-purpose analytics when you specifically have sample_value/sample_weight structured records and want both reports for a flat per-call fee.
Side effects
- Exceeding 200 rows returns a validation error
- Missing required fields (row_id, dataset_group, date, sample_value, sample_weight) causes rejection
- Invalid date format (not YYYY-MM-DD) fails schema validation
- Values outside the allowed numeric range (±1,000,000,000,000) are rejected
- Empty rows array not accepted (minItems: 1)
- Payment failure via x402 protocol blocks execution
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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