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Forecast Verification Inputs — Exact Row Deduplication + Numeric Distribution
x402
Forecast Verification Inputs — 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 2026-10-31).
Deduplicates forecast verification rows and computes numeric distribution statistics for forecast_value or observed_value fields across up to 200 records.
Price / call$0.01
Success—
StatusUnknown
How this service works
Forecast verification inputs — Exact row deduplication + Numeric distribution: Exact row deduplication + Numeric distribution for supplied forecast verification inputs records (forecast_value, observed_value). 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 for the submitted rows: (1) an exact row deduplication report identifying and removing duplicate records, and (2) a numeric distribution report (e.g. min, max, mean, percentiles, histogram) for the specified field (forecast_value or observed_value), covering up to 200 input rows.
Example use cases
Deduplicating weather station forecast data
“I've got a dataset of forecast verification records from multiple station groups with dates from last month — can you remove any exact duplicate rows and show me the numeric distribution of the forecast_value field? I have about 150 rows.”
Auditing observed value spread across groups
“Can you take my 80-row forecast verification dataset, deduplicate it exactly, and give me a numeric distribution report on the observed_value field so I can see how the actual measurements are spread out?”
Cleaning up forecast pipeline output
“My forecast pipeline produced 200 rows of verification data with some duplicates — can you deduplicate them precisely and compute the distribution statistics for the forecast_value column so I can check the output quality?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-weather-24-039?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need to simultaneously clean duplicate forecast verification records and understand the numeric distribution of forecast or observed values in a single low-cost call. It is purpose-built for forecast verification data (forecast_value, observed_value) with station group and date dimensions, making it more targeted than generic deduplication or statistics tools.
Side effects
- More than 200 rows submitted — request exceeds maxItems limit
- Missing required fields (row_id, date, forecast_value, observed_value) cause validation errors
- Malformed date strings not matching YYYY-MM-DD pattern rejected
- Invalid field enum value (not forecast_value or observed_value) causes error
- All-null numeric values may produce empty or degenerate distribution output
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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