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Numeric Precision Comparisons — Grouped Summary & Adjacent Row Changes
x402
Numeric Precision Comparisons — Grouped Summary & 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).
Computes a grouped numeric summary and adjacent row change analysis for up to 200 source_value/transformed_value comparison records using local analytical engines.
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Grouped numeric summary + Adjacent row changes: Grouped numeric summary + 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
Returns two independent analytical reports: (1) a grouped numeric summary aggregating source_value or transformed_value statistics broken down by dataset_group, and (2) an adjacent row changes report showing value differences between consecutive rows ordered by date, covering up to 200 supplied records.
Example use cases
ETL pipeline precision audit
“We just ran our ETL transformation on 80 rows of financial figures split across two groups — can you give me a grouped summary and show me how the source_value changes row-by-row between adjacent records?”
QA check on ML feature scaling
“I've got 120 records of raw and scaled feature values from our ML preprocessing step, organized by feature group and date — run a grouped numeric summary plus adjacent row changes on the transformed_value field so I can spot any big jumps.”
Accounting reconciliation variance review
“Here are 60 ledger entries with original and adjusted amounts across three account groups — can you produce a grouped numeric summary and a row-by-row change analysis on source_value so I can see where the biggest variances are?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-091?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a grouped aggregate summary AND sequential row-change analysis on numeric precision comparison data (source vs transformed values) in a single $0.01 call covering up to 200 rows. Ideal for data pipeline QA, ETL audits, or transformation validation workflows where you have date-sequenced, group-labeled numeric pairs and need local analytical computation without any external lookup or prediction.
Side effects
- More than 200 rows submitted — request rejected due to maxItems constraint
- Missing required fields (row_id, dataset_group, date, source_value, transformed_value) — validation error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Numeric values outside ±1,000,000,000,000 range — rejected by schema bounds
- Empty rows array — minItems:1 constraint violation
- Invalid field enum value (not source_value or transformed_value) — schema error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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