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Sampling Observations Analytics: Record Quality Audit + Exact Row Deduplication + Daily Sum Series
x402
Sampling Observations Analytics: Record Quality Audit + Exact Row Deduplication + Daily Sum Series 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 independent analytical reports on sampling observation records: a record quality audit, exact row deduplication, and daily sum series computation, for up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Sampling observations — Record quality audit + Exact row deduplication + Daily sum series: Record quality audit + Exact row deduplication + Daily sum series 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
Returns three independent analytical reports: (1) a record quality audit flagging missing values, format issues, and completeness problems; (2) an exact row deduplication report identifying duplicate records; and (3) a daily sum series aggregating the selected field (sample_value or sample_weight) by date. All computed locally against the supplied data, with no external lookups.
Example use cases
Survey data quality audit before analysis
“I have 80 rows of survey sampling data with row_id, dataset_group, date, sample_value, and sample_weight — can you run all three reports (record quality audit, exact row deduplication, and daily sum series) on the sample_value field to check for issues before I proceed?”
Detecting duplicates in measurement records
“I've collected 120 measurement observation records and I'm worried there are duplicate entries. Can you run the exact row deduplication report along with the record quality audit and daily sum series for sample_weight on my dataset?”
Daily aggregation for weighted sampling time series
“I need to aggregate my sampling observations by day — I have 150 rows with dates, sample values, and weights across two dataset groups. Please run the daily sum series, quality audit, and deduplication check on the sample_value field.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-15-215?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need three simultaneous analytical reports — quality audit, deduplication, and daily aggregation — on a single batch of sampling observation records (up to 200 rows) at low cost ($0.01 USDC for all three). Ideal when you want to validate, deduplicate, and summarize sample data in one call without external lookups or manual scripting.
Side effects
- More than 200 rows submitted — exceeds maximum batch size limit
- Missing required fields (row_id, dataset_group, date, sample_value, or sample_weight) cause validation errors
- Dates not matching YYYY-MM-DD pattern will fail schema validation
- Field selector not one of 'sample_value' or 'sample_weight' causes rejection
- Numeric values outside ±1,000,000,000,000 range fail schema constraints
- Empty rows array (minItems: 1 not met) causes rejection
- Payment of 0.01 USDC not provided causes 402 response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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