{"uid":"cap_H__zDyKlnT_F1F32KR1On","slug":"data-collection-completeness-exact-row-deduplication-grouped-numeric-9ec30c1e","name":"Data Collection Completeness — Exact Row Deduplication + Grouped Numeric Summary","description":"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.","url":"https://market.datapackvibe.com/x402/assistant-ib26-education-22-040?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","course_group","date","observed_values","expected_values"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"course_group":{"type":"string","default":"","maxLength":80},"expected_values":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"observed_values":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","course_group":"group-a","expected_values":1,"observed_values":10},{"date":"2026-10-02","row_id":"row-2","course_group":"group-b","expected_values":2,"observed_values":20},{"date":"2026-10-03","row_id":"row-3","course_group":"group-a","expected_values":3,"observed_values":15},{"date":"2026-10-04","row_id":"row-4","course_group":"group-b","expected_values":4,"observed_values":30}],"maxItems":200,"minItems":1},"field":{"enum":["observed_values","expected_values"],"type":"string","default":"observed_values"}}},"responseSchema":null,"example":null,"exampleRequest":null,"tags":["x402"],"displayCostAmount":"0.01","displayCostAsset":"USDC","priceDynamic":false,"priceHint":null,"priceStatus":"priced","priceSource":"probe","requiresHandshake":false,"reviewCount":0,"rating":{"score":"0.00","successRate":"0.00","reviews":0,"stars":null,"state":"unrated"},"availabilityStatus":"unknown","priceObserved":null,"sessionDeposit":null,"pricing":{"kind":"static","summary":"$0.01/call","primary":{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"},"accepted":[{"kind":"static","protocol":"x402","network":"base","amountUsd":"0.01","per":"call","confidence":"exact"}]},"paymentMethods":[{"uid":"pm_gApWuqpJSfD5GR9Nx4tWC","protocol":"x402","methodType":"crypto","chain":"base","mode":"charge","costAmount":"0.01","costPer":"request","priority":0,"asset":"0x833589fCD6eDb6E08f4c7C32D4f71b54bdA02913","unit":"request","depositMicros":null,"planRef":null}],"brandName":null,"brandSlug":null,"brandBaseUrl":null,"brandDocsUrl":null,"whatItDoes":"Deduplicates exact rows and produces a grouped numeric summary for data collection completeness records with observed and expected values.","exampleAgentPrompt":"Can you deduplicate these data collection completeness records and give me a grouped numeric summary of observed_values by course_group? I have up to 50 rows with fields: row_id, course_group, date, observed_values, and expected_values.","exampleUseCases":[{"title":"Education course completion audit","prompt":"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?"},{"title":"Data quality check for weekly intake","prompt":"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?"},{"title":"Monitoring completeness gaps across groups","prompt":"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?"}],"resultDescription":"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.","failureModes":["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"],"whenToPreferThis":"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.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-25T12:33:29.429Z","isFirstParty":false,"canonicalSlug":"data-collection-completeness-exact-row-deduplication-grouped-numeric-9ec30c1e"}