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Transformation Throughput Analytics: Equal-Width Histogram + Keyed Dataset Comparison
x402
Transformation Throughput Analytics: Equal-Width Histogram + Keyed Dataset Comparison is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-28).
Computes an equal-width histogram and a keyed dataset comparison for up to 200 transformation throughput records (processed_rows and duration_seconds fields), returning two analytical reports per call.
Price / call$0.01
Success—
StatusUnknown
How this service works
Transformation throughput — Equal-width histogram + Keyed dataset comparison: Equal-width histogram + Keyed dataset comparison for supplied transformation throughput records (processed_rows, duration_seconds). 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 analytical reports: (1) an equal-width histogram showing the frequency distribution of the selected metric (processed_rows or duration_seconds) divided into the specified number of bins, and (2) a keyed dataset comparison report contrasting the primary rows dataset against a secondary 'other' dataset, both computed locally without external lookups.
Example use cases
ETL pipeline duration distribution analysis
“I have 120 daily ETL job records with processed_rows and duration_seconds — can you bucket the duration_seconds field into 8 equal-width bins and also compare the group-a jobs against group-b jobs to see if there's a throughput difference?”
Data migration throughput comparison
“We just ran two waves of a data migration and I need to compare their throughput — wave-1 is my primary dataset and wave-2 is the other, both have processed_rows and duration_seconds per row. Can you produce a histogram with 5 bins and a keyed comparison between the two waves?”
Batch job performance audit
“Can you analyze 200 batch job records for me? I want a 10-bin equal-width histogram on processed_rows and a side-by-side keyed dataset comparison between the 'prod' group and the 'staging' group so I can see if staging is matching production throughput.”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-13-174?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both a distributional view (histogram) and a group-level comparison of transformation throughput data in a single call, especially when your data is already structured with row_id, dataset_group, date, processed_rows, and duration_seconds fields. It is well-suited for ETL pipeline audits, batch job benchmarking, and data migration performance reviews where you want offline, local computation without any external data enrichment or prediction.
Side effects
- Exceeding 200 rows per dataset returns a validation error
- Invalid date format (not YYYY-MM-DD) causes a schema rejection
- Requesting more than 30 bins or fewer than 1 bin returns a parameter error
- Null values in processed_rows or duration_seconds may affect bin boundary calculations
- Missing required fields (row_id, dataset_group, date) cause row-level validation failures
- Submitting an empty rows array returns an error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| bins | integer | |
| rows | array | |
| field | string | |
| other | array |
Tags
x402
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