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Duplicate Observations Analytics — Numeric Distribution & Category Frequencies
x402
Duplicate Observations Analytics — Numeric Distribution & 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 2026-10-20).
Computes numeric distribution statistics and category frequency counts for supplied duplicate observation records (duplicate_rows, total_rows) across up to 200 rows using local analytical engines.
Price / call$0.01
Success—
StatusUnknown
How this service works
Duplicate observations — Numeric distribution + Category frequencies: Numeric distribution + 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
Returns two independent analytical reports for the selected field (duplicate_rows or total_rows): (1) a numeric distribution summary with descriptive statistics such as min, max, mean, median, and percentiles; (2) category frequency counts broken down by dataset_group. Both reports are computed locally on the supplied data with no external lookups.
Example use cases
Data quality audit by dataset group
“I have records from 4 dataset groups showing duplicate_rows and total_rows counts — can you give me a numeric distribution and category frequency report on duplicate_rows so I can see which groups have the most duplication issues?”
ETL pipeline duplicate monitoring
“After each daily ETL run I collect rows with date, dataset_group, duplicate_rows, and total_rows — can you run the numeric distribution and category frequencies analysis on total_rows for today's 80 records so I can spot anomalies?”
Comparing duplicate rates across time periods
“I've got 200 observations with dates from last quarter, each tracking duplicate_rows and total_rows by dataset group — run both the numeric distribution and category frequency reports on duplicate_rows so I can see how duplication changed over time.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-04-072?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both numeric distribution statistics AND category frequency analysis on duplicate observation data in a single call at low cost ($0.01 USDC for both reports). Ideal for data quality workflows where you have up to 200 pre-collected records with duplicate counts grouped by dataset and date, and need fast local analytical results without any external API dependencies or live lookups.
Side effects
- Empty rows array or missing required fields (row_id, dataset_group, date, duplicate_rows, total_rows) returns validation error
- More than 200 rows submitted exceeds maxItems limit and will be rejected
- Dates not matching YYYY-MM-DD pattern fail schema validation
- Null numeric values for both duplicate_rows and total_rows may produce incomplete distribution results
- Invalid field enum value (anything other than 'duplicate_rows' or 'total_rows') returns error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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