{"uid":"cap_MPizaehpftrTmaEOMzK15","slug":"sampling-observations-analytics-record-quality-audit-exact-row-ed12385e","name":"Sampling Observations Analytics: Record Quality Audit + Exact Row Deduplication + Numeric Distribution","description":"Sampling observations — Record quality audit + Exact row deduplication + Numeric distribution: Record quality audit + Exact row deduplication + Numeric distribution 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-15-210?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_FjxhMZ3xbwU-gvUIsRTqa","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 up to 200 sampling observation rows: a record quality audit, exact row deduplication, and numeric distribution analysis for sample_value or sample_weight.","exampleAgentPrompt":"Can you run a record quality audit, exact duplicate check, and numeric distribution report on my sampling observations dataset — here are up to 200 rows with row_id, dataset_group, date, sample_value, and sample_weight — and analyze the sample_value field for the distribution report?","exampleUseCases":[{"title":"Pre-analysis data quality check","prompt":"Before I run my weighted analysis, can you audit these 150 sampling observation rows for quality issues, flag any exact duplicate records, and give me a numeric distribution of the sample_value field? Here's the data with row_id, dataset_group, date, sample_value, and sample_weight columns."},{"title":"Survey sample deduplication audit","prompt":"I collected survey samples across two groups — group-a and group-b — and I need to know if any rows are exact duplicates, whether the record quality looks clean, and what the distribution of sample_weight looks like across all 80 records I'm sending you."},{"title":"Multi-group sampling QA report","prompt":"Can you run all three reports on my sampling observations — quality audit, deduplication, and numeric distribution for sample_weight — across these 200 rows covering dates from 2025-01-01 to 2025-06-30 with dataset groups 'control' and 'treatment'?"}],"resultDescription":"Three independent analytical reports: (1) a record quality audit flagging issues such as missing values, malformed fields, and out-of-range data; (2) an exact row deduplication report identifying duplicate records; and (3) a numeric distribution summary (e.g. min, max, mean, percentiles, histogram bins) for the selected field (sample_value or sample_weight). All computed locally with no external lookups.","failureModes":["Exceeding 200 rows causes a validation error — batch input must be split","Rows missing required fields (row_id, date, sample_value, sample_weight) will fail schema validation","Invalid date format (not YYYY-MM-DD) will be rejected","Numeric values outside the allowed range (-1e12 to 1e12) will cause a validation error","Empty rows array returns an error — at least 1 row is required"],"whenToPreferThis":"Choose this endpoint when you need three complementary data quality and profiling reports in a single $0.01 call on a dataset of up to 200 sampling observation records. It is ideal for pre-analysis QA pipelines where you want quality auditing, deduplication, and distributional profiling in one batch without any external lookups or predictions. Prefer this over separate single-report endpoints when you need all three reports simultaneously to save cost and latency.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-15T12:39:07.861Z","isFirstParty":false,"canonicalSlug":"sampling-observations-analytics-record-quality-audit-exact-row-ed12385e"}