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Research Samples — Exact Row Deduplication + Numeric Distribution
x402
Research Samples — Exact Row Deduplication + 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 2026-10-23).
Analyzes up to 200 research sample records by detecting exact duplicate rows and computing a numeric distribution report for a chosen field (sample_value or sample_weight).
Price / call$0.01
Success—
StatusUnknown
How this service works
Research samples — Exact row deduplication + Numeric distribution: Exact row deduplication + Numeric distribution for supplied research samples records (sample_value, sample_weight). 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 reports: (1) an exact row deduplication report identifying any completely identical rows in the submitted dataset, and (2) a numeric distribution report for the selected field (sample_value or sample_weight), including statistical summaries such as counts, range, and distributional shape, all computed locally without any external lookups.
Example use cases
Education survey data quality audit
“I have 150 rows of education research samples with fields row_id, course_group, date, sample_value, and sample_weight — can you check for any exact duplicate rows and give me a numeric distribution of the sample_value field?”
Course group sample weight analysis
“Run deduplication and a numeric distribution on these 80 research records for course groups A and B — I want to analyze sample_weight this time to see how weights are spread across the dataset.”
Pre-analysis data cleaning for research pipeline
“Before I run my analysis, can you scan these 200 research sample rows for any exact duplicates and produce a distribution summary for sample_value so I know the data is clean and well-spread?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-07-039?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need both exact row deduplication and a numeric distribution report on the same dataset of up to 200 research sample records in a single low-cost call ($0.01 USDC). Prefer it over general-purpose data tools when your records follow the research sample schema (sample_value, sample_weight, course_group) and you want bundled local analytics with no external data access or prediction involved.
Side effects
- More than 200 rows submitted — request rejected due to maxItems constraint
- Missing required fields (row_id, course_group, date, sample_value, sample_weight) cause validation errors
- Invalid date format (not YYYY-MM-DD) causes schema rejection
- Invalid field selector (not 'sample_value' or 'sample_weight') causes rejection
- All-null values in selected field may produce empty or degenerate distribution report
- Payment failure or insufficient USDC balance prevents call from completing
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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