{"uid":"cap_2eO8jOMMh0GoUfSfLJIGw","slug":"sampling-observations-analytics-quality-audit-deduplication-grouped-7a138b51","name":"Sampling Observations Analytics — Quality Audit, Deduplication & Grouped Summary","description":"Sampling observations — Record quality audit + Exact row deduplication + Grouped numeric summary: Record quality audit + Exact row deduplication + Grouped numeric summary 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-15-211?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"}}},"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_BFXEvNVTn96kBDUXgyeo6","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 analytical reports on sampling observation data: a record quality audit, exact row deduplication, and a grouped numeric summary — all in a single call for up to 200 rows.","exampleAgentPrompt":"Can you run a quality audit, deduplicate exact rows, and give me a grouped numeric summary of my sampling observations? Here are up to 200 rows with fields row_id, dataset_group, date, sample_value, and sample_weight — I want the summary based on sample_value.","exampleUseCases":[{"title":"Survey data quality check before analysis","prompt":"I have a batch of 150 survey sampling records with row IDs, group labels, dates, sample values, and weights. Can you audit them for quality issues, remove exact duplicates, and give me a grouped numeric summary of sample_value by dataset group?"},{"title":"Deduplication of lab observation records","prompt":"We collected 80 lab sampling observations across two groups and suspect some rows were entered twice. Run an exact deduplication, a quality audit, and a grouped summary on sample_weight so I can see if any groups are skewed."},{"title":"Grouped summary of weighted sample data","prompt":"I've got 200 rows of sampling observations tagged with dataset groups and dates. Can you do a record quality audit, flag exact duplicates, and give me grouped stats on sample_value to see how each group compares numerically?"}],"resultDescription":"Returns three independent reports: (1) a record quality audit flagging nulls, format issues, and anomalies across the supplied rows; (2) an exact row deduplication report identifying and removing fully identical records; and (3) a grouped numeric summary (e.g. count, mean, min, max) of the chosen field (sample_value or sample_weight) broken down by dataset_group.","failureModes":["Exceeding 200 rows causes a validation error","Missing required fields (row_id, dataset_group, date, sample_value, sample_weight) causes schema rejection","Invalid date format (non-YYYY-MM-DD) triggers a pattern validation error","Values outside the allowed numeric range (±1,000,000,000,000) are rejected","Empty rows array returns an error","Non-numeric values in sample_value or sample_weight fields cause parsing failures"],"whenToPreferThis":"Choose this endpoint when you need all three analytical operations — quality audit, deduplication, and grouped numeric summary — on sampling observation data in a single low-cost call. It is ideal for pre-analysis data hygiene on datasets up to 200 rows with sample_value and sample_weight fields. Prefer this over separate tools when you want bundled reports from shared local computation with no external lookups, predictions, or side effects.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:38:51.351Z","isFirstParty":false,"canonicalSlug":"sampling-observations-analytics-quality-audit-deduplication-grouped-7a138b51"}