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Numeric Precision Comparisons — Duplicate Key Report + Adjacent Row Changes
x402
Numeric Precision Comparisons — Duplicate Key Report + Adjacent Row Changes 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 value pairs to produce two local analytical reports: a duplicate key report and an adjacent row changes report.
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Duplicate key report + Adjacent row changes: Duplicate key report + Adjacent row changes 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
Two independent analytical reports: (1) a duplicate key report identifying row_ids that appear more than once in the supplied dataset, and (2) an adjacent row changes report showing where consecutive rows differ in the selected numeric field (source_value or transformed_value). Both reports are computed locally from the supplied data with no external lookups.
Example use cases
ETL pipeline data integrity audit
“I just ran an ETL job and have 150 rows with source_value and transformed_value columns. Can you check the source_value field for duplicate row IDs and flag where adjacent rows changed significantly? The dataset has groups like 'revenue' and 'costs' with daily dates in October 2026.”
Data transformation regression check
“I need to verify my data transformation didn't introduce any duplicate keys or unexpected sequential jumps. Here are 80 rows with row_id, dataset_group, date, source_value, and transformed_value — please run the duplicate key and adjacent row change reports on the transformed_value field.”
Numeric precision QA before reporting
“Before I finalize my quarterly report, can you scan these 200 rows of numeric precision comparisons — source and transformed values grouped by product line — and give me a duplicate key report plus an adjacent row changes report on source_value?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-062?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need fast, local analytical reports on a batch of numeric source/transformed value pairs — specifically duplicate key detection and adjacent row change detection — without requiring external data lookups, ML predictions, or professional assessments. Ideal for data quality checks in ETL pipelines, transformation audits, and pre-reporting validation where you have up to 200 rows and need two structured reports in a single low-cost call.
Side effects
- Input rows exceed 200 item limit — request rejected
- Missing required fields (row_id, dataset_group, date, source_value, transformed_value) on any row — validation error
- Date field does not match YYYY-MM-DD pattern — schema validation failure
- Numeric values outside allowed range (-1,000,000,000,000 to 1,000,000,000,000) — rejected
- Invalid field enum value (must be 'source_value' or 'transformed_value') — error
- Empty rows array — rejected due to minItems:1 constraint
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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