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Wind Observations — String Normalisation + Duplicate Key Report
x402
Wind Observations — String Normalisation + 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 2026-11-02).
Runs string normalisation and duplicate key detection on up to 200 wind observation records (wind_speed_ms, gust_speed_ms), returning two analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Wind observations — String normalisation + Duplicate key report: String normalisation + Duplicate key report for supplied wind observations records (wind_speed_ms, gust_speed_ms). 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
Two independent analytical reports: (1) a string normalisation report identifying inconsistencies or anomalies in string fields (station_group, row_id, date) across submitted rows, and (2) a duplicate key report flagging rows with repeated key combinations, all processed locally against the up to 200 supplied wind observation records.
Example use cases
Pre-ingestion wind data audit
“Before I load these wind observation records into our database, can you run a duplicate key check and string normalisation on them? I've got about 80 rows with station groups, dates, wind speed and gust speed values.”
Multi-station duplicate detection
“I'm seeing weird results in my analysis and think there might be duplicate entries across my weather stations. Can you scan these 120 wind observation rows for duplicate station_group and date combinations and also normalise the string fields?”
Weather dataset QA before reporting
“We're preparing a wind data report and need to make sure the source records are clean — can you run both the string normalisation check and the duplicate key detection on these 200 wind observation rows before we publish?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-weather-03-021?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two simultaneous data quality reports — string normalisation and duplicate key detection — on wind observation records (wind_speed_ms, gust_speed_ms) in a single low-cost call. It is best suited for pre-ingestion data cleaning, batch QA, or pipeline validation steps where no external lookups, forecasts, or live data enrichment are needed.
Side effects
- Exceeding 200 rows returns a validation error
- Missing required fields (row_id, station_group, date, wind_speed_ms, gust_speed_ms) causes row rejection
- Invalid date format (not YYYY-MM-DD) triggers schema validation failure
- Malformed numeric values outside allowed range cause rejection
- Empty rows array returns an error
- Payment failure via x402 protocol prevents processing
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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