{"uid":"cap_96k-rMpz1BgUO571-xz3D","slug":"sampling-observations-analytics-record-quality-audit-string-3388811b","name":"Sampling Observations Analytics: Record Quality Audit + String Normalisation + Trailing Mean Series","description":"Sampling observations — Record quality audit + String normalisation + Trailing mean series: Record quality audit + String normalisation + 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-15-199?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_RPDHPv3-ed8S2Nm-E9xJm","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 records: a record quality audit, string normalisation, and a trailing mean series computation.","exampleAgentPrompt":"Can you run a quality audit, string normalisation, and trailing mean series (window of 3) on my sampling observations dataset — it has about 50 rows with sample_value and sample_weight fields, grouped by dataset_group, dated from 2026-09-01 to 2026-10-20?","exampleUseCases":[{"title":"Pre-analysis data quality check","prompt":"I have 120 rows of sampling observations with sample_value and sample_weight fields across two dataset groups. Can you run a full record quality audit and string normalisation on them, and also compute a trailing mean series with window size 5 on the sample_value field?"},{"title":"Rolling average trend detection","prompt":"I want to see a trailing mean series with a window of 7 for the sample_weight field across my 80 sampling records dated from 2026-01-01 through 2026-03-22 — also run the quality audit and string normalisation reports at the same time."},{"title":"Batch sampling record validation","prompt":"Before I submit my sampling dataset to the research team, can you audit all 200 rows for record quality issues, normalise any string fields, and compute a trailing mean on sample_value with a window of 10 so I can spot any smoothed trends?"}],"resultDescription":"Returns three independent analytical reports: (1) a record quality audit flagging missing, invalid, or anomalous entries across up to 200 rows; (2) a string normalisation report cleaning and standardising text fields like row_id and dataset_group; and (3) a trailing mean series computed over the specified numeric field (sample_value or sample_weight) using the specified rolling window size.","failureModes":["Fewer than 1 or more than 200 rows submitted — rejected with validation error","Invalid date format (not YYYY-MM-DD) causes row rejection","sample_value or sample_weight outside ±1,000,000,000,000 range causes validation failure","Invalid field enum value (not 'sample_value' or 'sample_weight') returns error","Window size less than 2 or greater than 200 causes parameter rejection","Malformed JSON body returns 400-level error","Payment not provided or insufficient USDC causes 402 Payment Required response"],"whenToPreferThis":"Choose this endpoint when you have up to 200 sampling observation records (with sample_value and sample_weight) and need all three of: a data quality audit, string normalisation, and a trailing mean time series — bundled for $0.01 USDC. Ideal for pre-processing pipelines before statistical analysis, where catching data issues and computing rolling averages in a single call saves cost and round-trips. Not suitable for live data lookups, predictions, or datasets exceeding 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:37:26.922Z","isFirstParty":false,"canonicalSlug":"sampling-observations-analytics-record-quality-audit-string-3388811b"}