{"uid":"cap_UQgaBHQULX_5cEzQO8bUT","slug":"data-reconciliation-record-quality-audit-numeric-distribution-20273532","name":"Data Reconciliation — Record Quality Audit + Numeric Distribution","description":"Data reconciliation — Record quality audit + Numeric distribution: Record quality audit + Numeric distribution for supplied data reconciliation records (source_total, target_total). Up to 200 rows; 2 independent reports using shared local analytical engines. No live lookup, prediction, professional assessment or external action. 0.01 USDC includes 2 supplied-data reports for up to 200 rows.","url":"https://market.datapackvibe.com/x402/assistant-ib26-analytics-11-004?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"rows":{"type":"array","items":{"type":"object","required":["row_id","dataset_group","date","source_total","target_total"],"properties":{"date":{"type":"string","default":"","pattern":"^\\d{4}-\\d{2}-\\d{2}$","maxLength":10},"row_id":{"type":"string","default":"","maxLength":80,"minLength":1},"source_total":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"target_total":{"type":["number","null"],"maximum":1000000000000,"minimum":-1000000000000},"dataset_group":{"type":"string","default":"","maxLength":80}},"additionalProperties":false},"default":[{"date":"2026-10-01","row_id":"row-1","source_total":10,"target_total":1,"dataset_group":"group-a"},{"date":"2026-10-02","row_id":"row-2","source_total":20,"target_total":2,"dataset_group":"group-b"},{"date":"2026-10-03","row_id":"row-3","source_total":15,"target_total":3,"dataset_group":"group-a"},{"date":"2026-10-04","row_id":"row-4","source_total":30,"target_total":4,"dataset_group":"group-b"}],"maxItems":200,"minItems":1},"field":{"enum":["source_total","target_total"],"type":"string","default":"source_total"}}},"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_XIIUtfAd9APY212L1zotQ","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 two local analytical reports (record quality audit and numeric distribution) on up to 200 data reconciliation rows comparing source and target totals, for $0.01 USDC.","exampleAgentPrompt":"Can you run a record quality audit and numeric distribution report on my reconciliation data? I have 4 rows for October 2026 across groups 'group-a' and 'group-b', with source_total values of 10, 20, 15, and 30, and target_total values of 1, 2, 3, and 4 — analyze the source_total field.","exampleUseCases":[{"title":"ETL pipeline reconciliation audit","prompt":"I just ran my nightly ETL job and I need a quality audit plus numeric distribution on these reconciliation records — I have 50 rows from 2025-01-01 through 2025-02-19 across three dataset groups, each with a source_total and target_total. Can you profile the source_total field and flag any quality issues?"},{"title":"Finance team month-end data check","prompt":"Our finance team is doing month-end close and needs a record quality audit and numeric distribution for these 120 reconciliation rows covering November 2024, grouped by business unit, comparing source_total to target_total. Please analyze the target_total distribution."},{"title":"Data migration validation report","prompt":"We just migrated a database and have 80 reconciliation records with source and target totals that need both a quality audit and a numeric distribution summary. The data spans Q3 2024 and is split across two dataset groups — can you run the two reports on source_total?"}],"resultDescription":"Returns two independent analytical reports: (1) a record quality audit covering completeness, nulls, and data integrity across the submitted reconciliation rows, and (2) a numeric distribution summary (e.g. min, max, mean, percentiles, histogram) for the selected numeric field (source_total or target_total). Both reports are computed locally from the supplied data with no external lookups.","failureModes":["More than 200 rows submitted — request will be rejected or truncated","Missing required fields (row_id, dataset_group, date, source_total, target_total) cause validation errors","Date values not matching YYYY-MM-DD pattern cause schema rejection","Numeric values outside ±1,000,000,000,000 range are rejected","Empty rows array returns an error","Invalid field enum value (not source_total or target_total) causes rejection","Payment not included or insufficient USDC causes x402 payment failure"],"whenToPreferThis":"Choose this endpoint when you have up to 200 data reconciliation rows with source and target numeric totals and need both a record-level quality audit and a statistical numeric distribution in a single low-cost call ($0.01 USDC). Ideal for ETL validation, migration checks, or finance reconciliation workflows where you want local, deterministic analytics without external lookups or predictions.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:46:59.124Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-record-quality-audit-numeric-distribution-20273532"}