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Duplicate Observations — Numeric Distribution + Keyed Dataset Comparison
x402
Duplicate Observations — Numeric Distribution + Keyed Dataset Comparison 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 two local analytical reports on duplicate-observation records: a numeric distribution analysis and a keyed dataset comparison, for up to 200 rows of duplicate_rows/total_rows data.
Price / call$0.01
Success—
StatusUnknown
How this service works
Duplicate observations — Numeric distribution + Keyed dataset comparison: Numeric distribution + Keyed dataset comparison 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 numeric distribution profile of the selected field (duplicate_rows or total_rows) across up to 200 supplied rows, including distribution statistics; and (2) a keyed dataset comparison between the primary rows array and the secondary other array, matched by row_id, showing differences in duplicate_rows and total_rows values per key.
Example use cases
Duplicate rate distribution audit
“I have 80 records of duplicate_rows and total_rows across two dataset groups from the past quarter. Can you give me a numeric distribution of the duplicate_rows field so I can see how duplicates are spread?”
Snapshot comparison for data quality regression
“We ran our deduplication pipeline last week and again this week. Can you do a keyed dataset comparison between the two snapshots — both have up to 100 rows with row_id, dataset_group, date, duplicate_rows, and total_rows — so I can see what changed?”
Multi-group duplicate profiling
“I have duplicate observation data split across group-a and group-b for the last 30 days, with total_rows and duplicate_rows per day. Run both the numeric distribution and keyed comparison reports on this data so I can understand where duplicates cluster.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-04-084?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a distributional profile and a side-by-side keyed comparison of duplicate observation data in a single $0.01 call, without requiring live data lookup, predictions, or external enrichment. Ideal for data quality pipelines where you want to understand the statistical shape of duplicate counts and directly compare two dataset snapshots by key.
Side effects
- Fewer than 1 row provided — minItems:1 constraint violated
- More than 200 rows provided — maxItems:200 constraint exceeded
- Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) on any row
- Date strings not matching YYYY-MM-DD pattern
- row_id exceeding 80 characters or empty
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000)
- field enum value not one of duplicate_rows or total_rows
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string | |
| other | array |
Tags
x402
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