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Numeric Precision Comparisons — Duplicate Key Report + Equal-Width Histogram
x402
Numeric Precision Comparisons — Duplicate Key Report + Equal-Width Histogram 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).
Generates two local analytical reports (duplicate key report and equal-width histogram) for up to 200 rows of numeric precision comparison data (source_value vs transformed_value).
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Duplicate key report + Equal-width histogram: Duplicate key report + Equal-width histogram 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 listing any repeated row_id values across the supplied rows, and (2) an equal-width histogram of the selected numeric field (source_value or transformed_value) broken into the specified number of bins (1–30), showing value ranges and counts for up to 200 rows. No external lookups or predictions are made.
Example use cases
ETL pipeline data quality check
“I just ran an ETL job and have 200 rows with source_value and transformed_value fields — can you check for duplicate row IDs and show me a histogram of the source_value distribution using 10 bins?”
Detecting duplicate records in financial transforms
“I have a batch of 120 financial precision comparison records with row IDs, groups, and dates — run a duplicate key report on them and give me a 5-bin equal-width histogram on the transformed_value field.”
Validating numeric data transformation accuracy
“Can you analyze these 80 numeric precision comparison rows from my dataset group 'sales-q4' — I need to see if any row IDs are duplicated and get a histogram of source_value with 15 bins so I can spot anomalies?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-064?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need fast, local, offline-style analytics on a small-to-medium dataset (up to 200 rows) of numeric source-vs-transformed comparisons and want both a duplicate key check and a distribution histogram in a single call for a flat $0.01 USDC fee. Ideal for ETL validation, data quality audits, and transformation sanity checks where no external data or ML prediction is needed.
Side effects
- More than 200 rows submitted — request rejected
- Missing required row fields (row_id, source_value, transformed_value, date, dataset_group) — validation error
- bins value outside 1–30 range — rejected
- Numeric values outside ±1,000,000,000,000 range — rejected
- Empty rows array — rejected
- Invalid date format (not YYYY-MM-DD) — rejected
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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