{"uid":"cap_5iZS6krSW80pZiW2ilHg3","slug":"data-reconciliation-exact-row-deduplication-numeric-distribution-1554e1ac","name":"Data Reconciliation: Exact Row Deduplication + Numeric Distribution","description":"Data reconciliation — Exact row deduplication + Numeric distribution: Exact row deduplication + 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-11-039?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_vjXUGpN_BNFEdIfvCukX1","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 on up to 200 reconciliation rows: exact row deduplication and numeric distribution analysis for source_total and target_total fields.","exampleAgentPrompt":"I need two reports on my reconciliation data — can you find all exact duplicate rows and show the numeric distribution of source_total? Here are the rows: [{\"row_id\":\"row-1\",\"dataset_group\":\"group-a\",\"date\":\"2026-10-01\",\"source_total\":10,\"target_total\":1},{\"row_id\":\"row-2\",\"dataset_group\":\"group-b\",\"date\":\"2026-10-02\",\"source_total\":20,\"target_total\":2},{\"row_id\":\"row-1\",\"dataset_group\":\"group-a\",\"date\":\"2026-10-01\",\"source_total\":10,\"target_total\":1}]","exampleUseCases":[{"title":"Deduplicating daily financial reconciliation batch","prompt":"I have 150 reconciliation rows from our daily finance batch — can you run exact row deduplication and a numeric distribution report on source_total? The rows include row_id, dataset_group, date, source_total, and target_total fields."},{"title":"Auditing multi-group dataset for repeated entries","prompt":"We have reconciliation records across two dataset groups — group-a and group-b — for October 2026. Can you check for exact duplicate rows and show me the numeric distribution of target_total across all 80 records?"},{"title":"Pre-reporting data quality check on reconciliation export","prompt":"Before I send this reconciliation export to the finance team, can you identify any exact row duplicates and give me a numeric distribution breakdown of source_total so I can catch any anomalies in the data?"}],"resultDescription":"Returns two independent analytical reports: (1) an exact row deduplication report identifying which rows among the submitted records are exact duplicates, and (2) a numeric distribution report summarizing statistical spread and distribution of the selected field (source_total or target_total) across all supplied rows. No external data is fetched; all analysis is performed locally on the provided input.","failureModes":["Submitting more than 200 rows returns a validation error — batch must be split","Missing required fields (row_id, dataset_group, date, source_total, target_total) causes rejection","Invalid date format (not YYYY-MM-DD) triggers pattern validation failure","Numeric values outside ±1,000,000,000,000 are rejected","Empty rows array (minItems:1 not met) returns an error","Invalid field enum value (not 'source_total' or 'target_total') causes rejection"],"whenToPreferThis":"Choose this endpoint when you need both exact row deduplication and numeric distribution analysis in a single API call on a batch of up to 200 reconciliation records. It is ideal for financial or operational reconciliation pipelines where source and target totals need auditing for duplicate entries and distributional anomalies — all without external lookups or live data access. Prefer this over general-purpose analytics tools when you want a low-cost ($0.01 USDC), self-contained, offline analysis of structured reconciliation rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:44:51.029Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-exact-row-deduplication-numeric-distribution-1554e1ac"}