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Duplicate Observations Deduplication + Histogram Analytics
x402
Duplicate Observations Deduplication + Histogram Analytics 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).
Performs exact row deduplication analysis and equal-width histogram generation on supplied duplicate observation records (duplicate_rows, total_rows fields).
Price / call$0.01
Success—
StatusUnknown
How this service works
Duplicate observations — Exact row deduplication + Equal-width histogram: Exact row deduplication + Equal-width histogram 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 reports for up to 200 supplied rows: (1) an exact row deduplication report identifying duplicate records, and (2) an equal-width histogram report for the chosen field (duplicate_rows or total_rows) broken into the specified number of bins (1–30). All analysis is performed locally on the supplied data with no external lookups.
Example use cases
Data quality audit for ETL pipeline
“I have records from our ETL pipeline showing duplicate_rows and total_rows for each dataset group over the past week — can you run a deduplication analysis and a 10-bin histogram on the duplicate_rows field so I can see where we have the worst duplication problems?”
Dataset group duplicate distribution check
“Here are 50 rows of duplicate observation metrics across our dataset groups from the last month. Give me an exact row dedup report and a 5-bin equal-width histogram on the total_rows field so I can understand the distribution.”
Pre-processing data health summary
“Before we import this data, I want to understand duplication levels — I've got 120 records with duplicate_rows and total_rows values. Can you generate both a deduplication summary and an equal-width histogram with 8 bins on duplicate_rows?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-04-048?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication analysis AND a histogram distribution report on duplicate observation data in a single low-cost call. Best suited for data quality audits, ETL pipeline monitoring, and dataset health checks involving duplicate_rows and total_rows metrics. Prefer this over generic stats tools when you need both reports simultaneously for up to 200 rows at a fixed $0.01 cost with no external dependencies.
Side effects
- Empty rows array or missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) causes validation error
- More than 200 rows submitted exceeds the maxItems limit
- bins value outside 1–30 range rejected
- Invalid date format (must match YYYY-MM-DD) causes schema validation failure
- null numeric values may affect histogram bin calculation
- Payment of 0.01 USDC not completed causes request rejection
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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