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Duplicate Observations — Duplicate Key Report + Category Frequencies
x402
Duplicate Observations — Duplicate Key Report + Category Frequencies is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-19).
Analyzes up to 200 duplicate observation records to produce a duplicate key report and category frequency breakdown in two independent analytical reports.
Price / call$0.01
Success—
StatusUnknown
How this service works
Duplicate observations — Duplicate key report + Category frequencies: Duplicate key report + Category frequencies 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
Two independent analytical reports: (1) a duplicate key report identifying duplicate patterns across the supplied row records, and (2) a category frequencies table showing how often each dataset_group value appears across the input observations — both derived purely from the supplied data with no external lookups.
Example use cases
Data pipeline duplicate audit
“I'm auditing my ETL pipeline outputs and have 50 rows of observations labeled with dataset groups and daily duplicate counts — can you generate a duplicate key report and show me how often each category appears in the duplicates?”
Monthly data quality review
“For our monthly data quality review, I have records from October showing duplicate_rows and total_rows per dataset group across 30 days — please run the duplicate key report and category frequency breakdown so I can see where the duplication problems are concentrated.”
Multi-group deduplication planning
“I have observations from 5 different dataset groups recorded over the past week, each with duplicate row counts and total row counts — can you produce a duplicate key report and a category frequencies report so I can prioritize which groups need deduplication work first?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-04-057?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you have structured duplicate observation records (with row IDs, dataset groups, dates, and duplicate/total row counts) and need both a duplicate key report and category frequency analysis in a single $0.01 call. It is ideal for lightweight, offline data quality audits on batches up to 200 rows where no external data enrichment or live lookups are needed.
Side effects
- Input array exceeds 200 rows — request is rejected
- Missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) causes validation error
- Date field not matching YYYY-MM-DD pattern results in schema validation failure
- Empty rows array (minItems: 1 violated) returns error
- Null values in duplicate_rows or total_rows may affect report completeness
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array |
Tags
x402
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