{"uid":"cap_IEt66YuaPQLtYOhCrgapv","slug":"data-collection-completeness-record-quality-audit-numeric-row-ordering-1b1d7307","name":"Data Collection Completeness — Record Quality Audit + Numeric Row Ordering","description":"Data collection completeness — Record quality audit + Numeric row ordering: Record quality audit + Numeric row ordering 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-22-007?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_zNH5DY7Wt2uRw-rBKbMpu","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":"Performs a record quality audit and numeric row ordering on up to 200 rows of data collection completeness records (observed_values, expected_values), returning 2 independent analytical reports.","exampleAgentPrompt":"Can you run a record quality audit and numeric row ordering on my data collection completeness records? I have rows for course groups A and B from 2026-10-01 through 2026-10-04, with observed_values like 10, 20, 15, 30 and expected_values 1, 2, 3, 4 — I need both reports for the observed_values field.","exampleUseCases":[{"title":"Education data completeness audit","prompt":"I have 50 rows of course completion data with observed and expected values for groups A through F, dated across Q3 2026. Can you run a record quality audit and numeric row ordering on them so I can see which rows have quality issues and how they rank numerically?"},{"title":"Detecting anomalies in observed vs expected counts","prompt":"My data pipeline collected observed_values and expected_values for multiple course groups last month and I need to audit record quality and get a numeric ordering of the rows — can you run both reports on my 120-row dataset?"},{"title":"Pre-submission data validation for reporting","prompt":"Before I submit my course group completeness report, can you audit the record quality and produce a numeric row ordering for my 80 rows of observed and expected values data so I can catch any issues first?"}],"resultDescription":"Two independent analytical reports: (1) a record quality audit identifying issues in the supplied completeness records, and (2) a numeric row ordering of the same records — both generated locally from the submitted observed_values and expected_values data without any external lookups or predictions.","failureModes":["Missing required fields (row_id, date, observed_values, expected_values) cause validation errors","Submitting more than 200 rows exceeds the row limit and is rejected","Invalid date format (non-YYYY-MM-DD) triggers schema validation failure","Null values in both observed_values and expected_values may produce incomplete audit results","Selecting a field enum value not in [observed_values, expected_values] causes a schema error"],"whenToPreferThis":"Choose this endpoint when you need fast, local (no external lookup) quality auditing and numeric ordering of data collection completeness records — specifically tabular rows with observed and expected value pairs grouped by course or category. It is well-suited for education or research data pipelines where you want two simultaneous analytical reports (quality audit + ordering) for up to 200 rows at minimal cost.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-29T13:15:46.268Z","isFirstParty":false,"canonicalSlug":"data-collection-completeness-record-quality-audit-numeric-row-ordering-1b1d7307"}