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Duplicate Observations — Duplicate Key Report + Numeric Interval Filter
x402
Duplicate Observations — Duplicate Key Report + Numeric Interval Filter is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-20).
Analyzes up to 200 supplied duplicate-observation records to produce a duplicate key report and a numeric interval filter report for the duplicate_rows or total_rows field.
Price / call$0.01
Success—
StatusUnknown
How this service works
Duplicate observations — Duplicate key report + Numeric interval filter: Duplicate key report + Numeric interval filter for supplied duplicate observations records (duplicate_rows, total_rows). 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) a duplicate key report identifying key patterns and duplicates across the submitted observation rows, and (2) a numeric interval filter report showing which rows fall within the specified minimum–maximum range for the selected field (duplicate_rows or total_rows). Results are computed locally on the supplied data with no external lookups.
Example use cases
Data quality audit for ETL pipeline
“I need to audit duplicate records from our ETL pipeline — here are 150 rows with dataset_group, date, duplicate_rows, and total_rows. Give me a duplicate key report and filter only the rows where duplicate_rows falls between 5 and 100.”
Dataset group duplicate comparison
“Can you generate a duplicate key report for these observation records across groups 'warehouse-A' and 'warehouse-B', and also filter on total_rows between 10 and 500? I have about 80 rows to submit.”
Threshold-based duplicate row flagging
“I want to flag observation records where duplicate_rows is between 0 and 25 — please run the interval filter and duplicate key report on these 40 rows so I can see which dataset groups are most affected.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-04-059?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have up to 200 pre-collected duplicate observation records and need both a duplicate key report and a numeric interval filter in a single low-cost call ($0.01 USDC). It is ideal for data quality workflows where you want to identify duplicate key patterns and simultaneously filter records by a numeric range on either duplicate_rows or total_rows, without requiring any live data lookup or external API integration.
Side effects
- Submitting more than 200 rows returns a validation error
- Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) cause rejection
- Invalid date format (non-YYYY-MM-DD) triggers a pattern validation error
- Numeric values outside ±1,000,000,000,000 are rejected
- Selecting a field value not in the enum ['duplicate_rows','total_rows'] returns an error
- Payment of 0.01 USDC not included causes a 402 Payment Required response
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| maximum | number | |
| minimum | number |
Tags
x402
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