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Forecast Verification Inputs — Duplicate Key Report + Numeric Row Ordering
x402
Forecast Verification Inputs — Duplicate Key Report + Numeric Row Ordering is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-11-02).
Analyzes up to 200 forecast verification rows to produce a duplicate key report and a numeric row ordering report for forecast_value or observed_value fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Forecast verification inputs — Duplicate key report + Numeric row ordering: Duplicate key report + Numeric row ordering 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 independent analytical reports for the submitted rows: (1) a duplicate key report identifying any repeated row_id, station_group, or date combinations within the dataset, and (2) a numeric row ordering report ranking rows by the specified field (forecast_value or observed_value). Both reports are computed locally with no external lookups or predictions.
Example use cases
Duplicate station-date detection in forecast batch
“I've got a batch of 50 weather forecast verification records across station groups A and B, and I suspect some rows have duplicate row IDs or station-date combos — can you run a duplicate key report on them and also rank all rows by observed_value?”
Ranking forecast accuracy rows for model review
“I need to numerically order my 120 forecast verification rows by forecast_value and also flag any duplicate row IDs in the dataset — here's the full list of row_id, station_group, date, forecast_value, and observed_value entries.”
Pre-submission data quality check on verification inputs
“Before I submit my weather model verification inputs, can you check this dataset of 80 rows for any duplicate keys and give me the rows sorted numerically by observed_value so I can spot anomalies?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-weather-24-058?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both duplicate key detection and numeric row ordering on forecast verification data (forecast_value and observed_value pairs) in a single $0.01 call covering up to 200 rows. It is ideal for data quality pre-checks before model evaluation pipelines, or when auditing weather station forecast batches for data integrity. Prefer it over general-purpose analytics tools when you specifically need these two reports together on structured verification records with row_id and station_group keys.
Side effects
- Empty rows array or missing required fields (row_id, station_group, date, forecast_value, observed_value) causes validation error
- Submitting more than 200 rows exceeds the maxItems limit and will be rejected
- Invalid date format (not YYYY-MM-DD) causes schema validation failure
- Numeric values outside ±1,000,000,000,000 range are rejected
- Missing or invalid field enum value (must be 'forecast_value' or 'observed_value') causes parameter error
- Payment failure or insufficient USDC balance blocks execution
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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