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Duplicate Observations — Exact Row Deduplication + Numeric Distribution
x402
Duplicate Observations — 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 2026-10-18).
Runs two analytical reports on supplied duplicate-observation records: exact row deduplication and numeric distribution analysis for duplicate_rows and total_rows fields.
Price / call$0.01
Success—
StatusUnknown
How this service works
Duplicate observations — Exact row deduplication + Numeric distribution: Exact row deduplication + Numeric distribution 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) an exact row deduplication report identifying which of the up to 200 supplied rows are exact duplicates, and (2) a numeric distribution report summarizing the spread, frequency, and statistical properties of either the duplicate_rows or total_rows field across all supplied records.
Example use cases
Data pipeline duplicate audit
“I've got 50 records from our ETL pipeline — each has a row_id, dataset_group, date, and counts for duplicate_rows and total_rows. Run the exact row deduplication and numeric distribution reports on the duplicate_rows field so I can see which rows are truly identical and how the duplicates are spread.”
Weekly data quality report by group
“Here are this week's duplicate observation counts for our two dataset groups — 'sales' and 'inventory' — across 7 days. Run both the deduplication check and the distribution analysis on total_rows so I can include the stats in our Monday data quality briefing.”
Benchmark distribution before data cleanup
“Before we run our cleanup script, I need a baseline: take these 120 observation records with their duplicate_rows and total_rows fields and give me the exact deduplication results plus the numeric distribution for total_rows, so we can compare before and after.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-04-039?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and numeric distribution analysis in a single call on up to 200 user-supplied observation records containing duplicate_rows and total_rows metrics. It is ideal for lightweight, offline data quality checks where no external lookup or live data is needed. Prefer it over general-purpose analytics tools when you want a low-cost ($0.01 USDC), fast, deterministic paired report on pre-collected duplicate observation data.
Side effects
- Input array is empty (minItems: 1 violated)
- More than 200 rows supplied (maxItems exceeded)
- Required fields missing from a row (row_id, dataset_group, date, duplicate_rows, or total_rows absent)
- Date field does not match YYYY-MM-DD pattern
- Field enum value not one of 'duplicate_rows' or 'total_rows'
- Numeric values outside allowed range (-1e12 to 1e12)
- Payment not included or insufficient (x402 protocol, 0.01 USDC required)
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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