{"uid":"cap_jZkTMXNZSAVoEEjAqKKy1","slug":"sampling-observations-analytics-quality-audit-deduplication-trailing-57dc009a","name":"Sampling Observations Analytics: Quality Audit + Deduplication + Trailing Mean","description":"Sampling observations — Record quality audit + Exact row deduplication + Trailing mean series: Record quality audit + Exact row deduplication + Trailing mean series for supplied sampling observations records (sample_value, sample_weight). Up to 200 rows; 3 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 3 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-15-216?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","sample_value","sample_weight"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"sample_value":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80},"sample_weight":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","sample_value":10,"dataset_group":"group-a","sample_weight":1},{"date":"2026-10-02","row_id":"row-2","sample_value":20,"dataset_group":"group-b","sample_weight":2},{"date":"2026-10-03","row_id":"row-3","sample_value":15,"dataset_group":"group-a","sample_weight":3},{"date":"2026-10-04","row_id":"row-4","sample_value":30,"dataset_group":"group-b","sample_weight":4}],"maxItems":200,"minItems":1},"field":{"enum":["sample_value","sample_weight"],"type":"string","default":"sample_value"},"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_w-lXat-h7htIRXVZ5ML2k","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":"Runs three local analytical reports on sampling observation rows: record quality audit, exact row deduplication, and trailing mean time series — all in one $0.01 USDC call.","exampleAgentPrompt":"Can you audit these 12 sampling observation rows for quality issues, remove any exact duplicates, and give me a trailing mean series for sample_value with a window of 3? The rows have fields row_id, dataset_group, date, sample_value, and sample_weight.","exampleUseCases":[{"title":"Pre-analysis data quality check","prompt":"I have about 50 sampling observation records with sample_value and sample_weight columns — can you run a quality audit on them and flag any rows with missing or suspect values before I use them in my analysis?"},{"title":"Deduplication before data pipeline ingestion","prompt":"Before I load these 120 sampling rows into our pipeline, can you check for exact duplicate records and give me a clean deduplicated list? Each row has a row_id, dataset_group, date, sample_value, and sample_weight."},{"title":"Rolling mean trend for sampled measurements","prompt":"I want to see how the trailing average of sample_weight evolves over time across my 80 observation rows — can you compute a rolling mean series with a window of 5 for the sample_weight field?"}],"resultDescription":"Three independent analytical reports returned together: (1) a record quality audit flagging issues such as nulls, out-of-range values, or malformed fields; (2) an exact row deduplication report identifying and removing identical records; (3) a trailing mean series computed over the chosen field (sample_value or sample_weight) using the specified window size. All computed locally with no external lookups.","failureModes":["More than 200 rows submitted — request exceeds row limit","Missing required fields (row_id, dataset_group, date, sample_value, sample_weight) causes validation error","Invalid date format (not YYYY-MM-DD) triggers pattern validation failure","Window size outside 2–200 range rejected","Payment not included or insufficient USDC balance causes 402 error","Empty rows array rejected (minItems: 1)"],"whenToPreferThis":"Choose this endpoint when you need three standard data-quality operations — quality audit, deduplication, and trailing mean — run simultaneously on up to 200 sampling observation rows for a flat $0.01 fee. It is ideal when you want offline/local analytics with no external data fetching, prediction, or professional assessment, and when your data has the specific schema of row_id, dataset_group, date, sample_value, and sample_weight.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:24.328Z","isFirstParty":false,"canonicalSlug":"sampling-observations-analytics-quality-audit-deduplication-trailing-57dc009a"}