{"uid":"cap_XhtTqnwSeGZ0wqfOzYu2l","slug":"sampling-observations-analytics-record-quality-audit-exact-row-7ace11c0","name":"Sampling Observations Analytics — Record Quality Audit, Exact Row Deduplication & Numeric Row Ordering","description":"Sampling observations — Record quality audit + Exact row deduplication + Numeric row ordering: Record quality audit + Exact row deduplication + Numeric row ordering 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-15-213?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_Cjf4CERLSCz72CNCjoKmT","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 independent analytical reports (record quality audit, exact row deduplication, and numeric row ordering) on up to 200 sampling observation rows containing sample_value and sample_weight fields.","exampleAgentPrompt":"Can you audit the quality of my sampling observation records, remove any exact duplicate rows, and sort them numerically by sample_value? I have about 50 rows with row IDs, dataset groups, dates, sample values, and sample weights.","exampleUseCases":[{"title":"Survey sample data quality check","prompt":"I have 120 rows of survey sample data with row IDs, dates, group labels, sample values, and sample weights — can you run a quality audit on them, flag any exact duplicates, and give me the rows ordered by sample_value?"},{"title":"Weighted sample deduplication before analysis","prompt":"Before I run my weighted analysis, I need to deduplicate my 80-row sampling dataset and audit it for quality issues — the key fields are sample_value and sample_weight. Can you do all three reports at once?"},{"title":"Numeric ordering of lab sampling records","prompt":"I've got lab sampling observations from October 2026 across two groups, group-a and group-b, and I need them deduplicated, quality-checked, and sorted numerically by sample_weight so I can review them in order."}],"resultDescription":"Three independent reports covering: (1) a record quality audit highlighting missing values, type issues, or anomalies in the sampling rows; (2) an exact row deduplication report identifying and removing identical rows; and (3) a numerically ordered view of the rows ranked by the selected field (sample_value or sample_weight). All reports are generated locally from the supplied data with no external lookups.","failureModes":["More than 200 rows submitted — exceeds maxItems limit","Missing required fields (row_id, date, sample_value, sample_weight, dataset_group) in any row","Date field not matching YYYY-MM-DD pattern","sample_value or sample_weight outside the ±1,000,000,000,000 range","Invalid field selector — must be 'sample_value' or 'sample_weight'","Empty rows array — minItems is 1"],"whenToPreferThis":"Choose this endpoint when you need three simultaneous analytical passes (quality audit, deduplication, and numeric ordering) on sampling observation data in a single low-cost call. Ideal for data pipeline pre-processing steps where sample_value and sample_weight are the key numeric fields and you want to clean and validate up to 200 rows without any external data lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:04.752Z","isFirstParty":false,"canonicalSlug":"sampling-observations-analytics-record-quality-audit-exact-row-7ace11c0"}