{"uid":"cap_4A3A6URGrpPYxMAXHxNQT","slug":"data-reconciliation-numeric-distribution-grouped-numeric-summary-aeebaa66","name":"Data Reconciliation — Numeric Distribution + Grouped Numeric Summary","description":"Data reconciliation — Numeric distribution + Grouped numeric summary: Numeric distribution + Grouped numeric summary 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-11-071?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_5-QOQnIopMAriMiGT1x8M","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":"Generates two analytical reports (numeric distribution and grouped numeric summary) for data reconciliation records containing source and target totals, covering up to 200 rows.","exampleAgentPrompt":"Can you run a numeric distribution and grouped numeric summary on my reconciliation data? I have 4 rows: row-1 on 2026-10-01 with source_total 10 and target_total 1 in group-a, row-2 on 2026-10-02 with source_total 20 and target_total 2 in group-b, row-3 on 2026-10-03 with source_total 15 and target_total 3 in group-a, row-4 on 2026-10-04 with source_total 30 and target_total 4 in group-b — analyze the source_total field.","exampleUseCases":[{"title":"Monthly ETL pipeline reconciliation audit","prompt":"I have 50 rows of ETL reconciliation data from last month with source and target totals per dataset group — can you give me a numeric distribution and a grouped summary of the source_total values so I can spot where the biggest discrepancies are?"},{"title":"Finance team ledger cross-system check","prompt":"Our finance team has 120 reconciliation records comparing source ledger totals to target system totals across three dataset groups. Can you run both a numeric distribution and a grouped numeric summary on the target_total field so we can see how values are spread within each group?"},{"title":"Data warehouse validation batch report","prompt":"I need to validate 80 rows of warehouse reconciliation records dated from 2026-01-01 to 2026-03-31 — please analyze the source_total field and give me the numeric distribution alongside a grouped numeric summary broken down by dataset_group."}],"resultDescription":"Returns two independent analytical reports: (1) a numeric distribution report showing statistical spread, percentiles, and frequency characteristics of the selected field (source_total or target_total) across all supplied rows; and (2) a grouped numeric summary breaking down aggregated statistics for the same field segmented by dataset_group. Both reports are computed locally using shared analytical engines with no external data access.","failureModes":["Fewer than 1 row or more than 200 rows submitted — request rejected","Missing required fields (row_id, dataset_group, date, source_total, target_total) — validation error","Date fields not matching YYYY-MM-DD pattern — schema validation failure","Numeric values outside allowed range (±1,000,000,000,000) — rejected","Invalid field enum value (not 'source_total' or 'target_total') — error","All null values in selected field — may produce degenerate or empty distribution"],"whenToPreferThis":"Choose this endpoint when you need two simultaneous analytical views — a distribution and a grouped summary — on reconciliation data with source and target numeric fields, without requiring any external data lookup or live system access. Ideal for batch analytical audits of up to 200 records where statistical spread and group-level aggregation are both needed in a single call at low cost ($0.01 USDC).","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:47:08.157Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-numeric-distribution-grouped-numeric-summary-aeebaa66"}