{"uid":"cap_AZK6fL1HZsjORBQi8z9zm","slug":"data-collection-completeness-exact-row-deduplication-trailing-mean-35bdc4e4","name":"Data Collection Completeness — Exact Row Deduplication + Trailing Mean Series","description":"Data collection completeness — Exact row deduplication + Trailing mean series: Exact row deduplication + Trailing mean series 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-22-045?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"},"window":{"type":"integer","default":2,"maximum":200,"minimum":2}}},"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_wfg3AQ2G1mqft1wqW9gYZ","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 exact row deduplication and trailing mean series computation on up to 200 data collection completeness records containing observed and expected values, returning two analytical reports.","exampleAgentPrompt":"I have 150 rows of data collection completeness records with observed and expected values per course group and date — can you deduplicate exact duplicate rows and compute a trailing mean series over observed_values with a window of 7?","exampleUseCases":[{"title":"Deduplicating education completeness records","prompt":"I've got 80 rows of daily data collection completeness records for my course groups with observed and expected values — please deduplicate exact duplicate rows and give me a trailing mean series over observed_values using a window of 5."},{"title":"Smoothing expected value trends by course group","prompt":"Can you run a trailing mean series with a window of 10 over the expected_values field in my 120-row completeness dataset, and also remove any duplicate rows before doing so?"},{"title":"Auditing submission completeness data quality","prompt":"I need to clean up my data collection completeness log — it has 200 rows with observed and expected submission counts per date and course group. Please deduplicate it exactly and compute a rolling mean over observed_values with a window of 4."}],"resultDescription":"Returns two analytical reports: (1) an exact row deduplication report identifying and removing fully duplicate rows from the input dataset, and (2) a trailing mean series computed over the selected numeric field (observed_values or expected_values) using the specified rolling window size, both derived locally from the supplied rows without any external data lookup.","failureModes":["Input array exceeds 200 rows — request rejected","Window size larger than number of input rows — trailing mean series may be incomplete or return nulls","Missing required fields (row_id, date, observed_values, expected_values) — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","All rows are duplicates — deduplication report returns empty or single-row result","Null numeric values in selected field — trailing mean may skip or propagate nulls"],"whenToPreferThis":"Choose this endpoint when you need exactly two local analytical operations — exact row deduplication and a trailing moving average — applied to a dataset of up to 200 data collection completeness records (observed vs expected values) in a single low-cost call. Ideal for education analytics pipelines where data quality (deduplication) and trend smoothing (rolling mean) are both required without external lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-25T12:33:50.990Z","isFirstParty":false,"canonicalSlug":"data-collection-completeness-exact-row-deduplication-trailing-mean-35bdc4e4"}