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Numeric Precision Comparisons — Numeric Distribution + Equal-Width Histogram
x402
Numeric Precision Comparisons — Numeric Distribution + 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 — a numeric distribution summary and an equal-width histogram — for up to 200 rows of source_value vs. transformed_value numeric precision comparison data.
Price / call$0.01
Success—
StatusUnknown
How this service works
Numeric precision comparisons — Numeric distribution + Equal-width histogram: Numeric distribution + 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 computed locally: (1) a numeric distribution summary (e.g. mean, median, min, max, std dev, count) and (2) an equal-width histogram with configurable bin counts (1–30 bins), both computed over the selected field (source_value or transformed_value) across the submitted rows. No external lookups or predictions are made.
Example use cases
Auditing ETL transformation accuracy
“I've got 180 rows from our ETL pipeline where each row has the original source_value and the transformed_value after our rounding logic. Can you generate a numeric distribution and a 10-bin equal-width histogram on the source_value field so I can see if the distribution looks right?”
Validating data migration precision
“We just migrated numeric records from our old system and I want to check how the values are spread out. Here are 120 rows with source_value and transformed_value — run a distribution summary and a 5-bin histogram on the transformed_value field for me.”
QA check on financial rounding differences
“I need a quick statistical profile on these 95 billing records — each has a source_value (pre-rounding) and transformed_value (post-rounding). Can you give me a numeric distribution report and an equal-width histogram with 8 bins on the source_value so I can spot any weird outliers?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-20-079?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a numeric distribution summary and a histogram in a single call for a paired source/transformed numeric dataset of up to 200 rows. It is especially useful for data quality auditing, ETL validation, and precision comparison workflows where you want to understand how values are spread and binned without any external lookup or prediction. Prefer this over single-report endpoints when you need both a distribution profile and a histogram simultaneously at low cost.
Side effects
- Rows array is empty or exceeds 200 items — validation error returned
- Invalid date format (not YYYY-MM-DD) on any row — schema validation failure
- Numeric values out of allowed range (-1e12 to 1e12) — rejected at input validation
- Bins value outside 1–30 range — clamped or error depending on implementation
- All values are null in the selected field — distribution may be empty or report a zero-count result
- Invalid field enum value (not source_value or transformed_value) — schema error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string |
Tags
x402
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