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Data Collection Completeness — Exact Row Deduplication + Grouped Numeric Summary
x402
Data Collection Completeness — Exact Row Deduplication + Grouped Numeric Summary is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-25).
Deduplicates exact rows and produces a grouped numeric summary for data collection completeness records with observed and expected values.
Price / call$0.01
Success—
StatusUnknown
How this service works
Data collection completeness — Exact row deduplication + Grouped numeric summary: Exact row deduplication + Grouped numeric summary for supplied data collection completeness records (observed_values, expected_values). 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 and removing fully identical rows from the input dataset, and (2) a grouped numeric summary aggregating the selected field (observed_values or expected_values) across the course_group dimension — both computed locally without external lookups or predictions.
Example use cases
Education course completion audit
“I have 80 rows of data collection completeness records from different course groups — can you deduplicate the exact rows and give me a grouped numeric summary of the observed_values broken down by course_group?”
Data quality check for weekly intake
“We track expected vs observed data submissions weekly. Can you run exact row deduplication on these 120 completeness records and summarize the expected_values grouped by course_group and date?”
Monitoring completeness gaps across groups
“I want to spot where our observed data collection is falling short of expected values. Can you deduplicate these 40 records and produce a grouped numeric summary of observed_values so I can see which course_group has the biggest gaps?”
Technical details
Endpoint
POSThttps://market.datapackvibe.com/x402/assistant-ib26-education-22-040?utm_source=zero.xyzWhen to prefer
Choose this endpoint when you need two complementary local analytics reports — exact row deduplication and grouped numeric summarization — on education or course-group completeness data with up to 200 rows, and you do not need live data lookup, machine learning predictions, or external integrations. It is cost-effective at $0.01 USDC for both reports in a single call.
Side effects
- Input array is empty or missing required fields (row_id, course_group, date, observed_values, expected_values) — returns validation error
- More than 200 rows submitted — request rejected with max items error
- Invalid date format (not YYYY-MM-DD) — schema validation failure
- Numeric values outside allowed range (-1e12 to 1e12) — rejected at schema level
- Unknown field selector value not in enum [observed_values, expected_values] — schema error
Input
Schema · Request body
| Field | Type | Description |
|---|---|---|
| rows | array | |
| field | string |
Tags
x402
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