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Numeric Precision Comparisons — Duplicate Key Report + Numeric Distribution
x402
Numeric Precision Comparisons — Duplicate Key Report + 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 2026-10-15).
Analyzes up to 200 rows of source/transformed numeric pairs, producing a duplicate key report and a numeric distribution report using local analytical engines.
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Duplicate key report + Numeric distribution: Duplicate key report + Numeric distribution for supplied numeric precision comparisons records (source_value, transformed_value). 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 duplicate key report identifying any repeated row_id values across the submitted rows, and (2) a numeric distribution report summarizing the statistical spread (e.g. counts, ranges, percentiles) of the selected field (source_value or transformed_value). Both reports are computed locally with no external data lookup.
Example use cases
ETL pipeline data integrity check
“I have 120 rows from my ETL run with row IDs, dates, dataset groups, source values, and transformed values — can you check for any duplicate row IDs and show me the numeric distribution of the transformed_value column?”
Data quality audit for numeric precision
“We just ran a numeric precision comparison across two groups and I need to verify there are no repeated keys and understand the spread of source_value — can you generate a duplicate key report and distribution summary for my 85 records?”
Transformation validation before reporting
“Before I publish these results, can you scan my 200 comparison rows for duplicate row IDs and give me a distribution breakdown of the source_value field so I can catch any anomalies?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-055?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both duplicate key detection and numeric distribution analysis on a batch of up to 200 numeric comparison records in a single low-cost call. It is ideal for ETL validation, data quality audits, and transformation pipeline checks where you want local, offline analytics without external lookups or predictions. Prefer it over general-purpose analytics tools when you need a quick, cheap ($0.01 USDC) two-in-one report on source vs transformed numeric pairs.
Side effects
- Fewer than 1 or more than 200 rows submitted — validation error returned
- row_id missing or empty — schema validation failure
- date field does not match YYYY-MM-DD pattern — rejected
- source_value or transformed_value out of ±1,000,000,000,000 range — rejected
- Invalid field enum value (not 'source_value' or 'transformed_value') — error response
- Payment of 0.01 USDC not completed via x402 — 402 Payment Required
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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