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Transformation Throughput — Duplicate Key Report + Numeric Distribution
x402
Transformation Throughput — Duplicate Key Report + Numeric Distribution 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).
Analyzes transformation throughput records to produce a duplicate key report and numeric distribution (histogram) for processed_rows or duration_seconds fields, across up to 200 rows.
Price / call$0.01
Success—
StatusUnknown
How this service works
Transformation throughput — Duplicate key report + Numeric distribution: Duplicate key report + Numeric distribution 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 independent analytical reports: (1) a duplicate key report identifying rows with repeated key combinations (row_id, dataset_group, date), and (2) a numeric distribution (equal-width histogram or frequency breakdown) for the selected numeric field (processed_rows or duration_seconds), computed locally without any external lookups.
Example use cases
ETL pipeline data quality check
“Here are 150 rows from our ETL pipeline logs with row_id, dataset_group, date, processed_rows, and duration_seconds — can you run a duplicate key report and show me the numeric distribution of processed_rows to catch any anomalies?”
Pipeline duration distribution analysis
“I want to understand how our job durations are distributed — take these transformation throughput records and give me a duplicate key report plus a numeric distribution on the duration_seconds field.”
Daily throughput deduplication audit
“We're auditing our daily transformation jobs for duplicate entries — can you analyze these throughput records and give me both a duplicate key report and a distribution breakdown of the processed_rows values?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-analytics-13-055?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need simultaneous duplicate detection and numeric distribution analysis on transformation throughput data (processed_rows, duration_seconds) in a single $0.01 call. Ideal for ETL data quality audits, pipeline monitoring, and batch analytics where you want two reports for up to 200 rows without any external API calls or live data lookups.
Side effects
- Missing required fields (row_id, date, dataset_group, processed_rows, duration_seconds) cause validation errors
- Date strings not matching YYYY-MM-DD pattern are rejected
- Submitting more than 200 rows exceeds the row limit and returns an error
- Empty rows array (minItems:1 violated) returns a validation error
- Invalid field enum value (not 'processed_rows' or 'duration_seconds') causes rejection
- All-null numeric values in the selected field may produce an empty or degenerate distribution
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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