{"uid":"cap_xQJPMwR49DZDKImctOXdS","slug":"data-reconciliation-record-quality-audit-string-normalisation-25b07ad0","name":"Data Reconciliation — Record Quality Audit + String Normalisation + Secondary-Measure Weighted Mean","description":"Data reconciliation — Record quality audit + String normalisation + Secondary-measure weighted mean: Record quality audit + String normalisation + Secondary-measure weighted mean for supplied data reconciliation records (source_total, target_total). 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-11-205?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_1Hnd-5HnomviK-z_TKS-t","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 bundled analytical reports on up to 200 reconciliation rows: a record quality audit, string normalisation, and a secondary-measure weighted mean across source_total and target_total fields.","exampleAgentPrompt":"Can you run a record quality audit, string normalisation, and weighted mean report on my reconciliation data? I have rows with dataset groups 'sales' and 'returns' for October 2026, with source_total and target_total values — use source_total as the field and include up to 50 rows.","exampleUseCases":[{"title":"Monthly financial reconciliation quality check","prompt":"I need to audit the quality of our monthly reconciliation records between the source and target systems — can you run a record quality audit, string normalisation, and weighted mean on these rows for November 2026 across our 'revenue' and 'expense' dataset groups using source_total as the field?"},{"title":"ETL pipeline data validation","prompt":"After our ETL run, I have up to 150 rows with source_total and target_total for dataset groups 'orders' and 'refunds' dated between 2026-09-01 and 2026-09-30 — please run the record quality audit, string normalisation, and secondary-measure weighted mean reports on them using target_total as the field."},{"title":"Dataset group discrepancy investigation","prompt":"Something looks off between our source and target totals for the 'inventory' and 'adjustments' groups in Q3 2026 — can you run all three reports (quality audit, string normalisation, weighted mean) on these 80 reconciliation rows so I can see where the issues are?"}],"resultDescription":"Returns three independent analytical reports: (1) a record quality audit flagging issues in the supplied rows, (2) a string normalisation report cleaning text fields, and (3) a secondary-measure weighted mean computed over the selected field (source_total or target_total). All three reports are based solely on the supplied data with no external lookups.","failureModes":["Rows array exceeds 200 items — request will be 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","source_total or target_total outside ±1,000,000,000,000 range — value rejected","Empty rows array (minItems: 1 not met) — request rejected","Invalid field enum value (not 'source_total' or 'target_total') — schema error"],"whenToPreferThis":"Choose this endpoint when you need three bundled local analytical operations — record quality audit, string normalisation, and weighted mean — on reconciliation data in a single cheap call ($0.01 USDC). It is ideal for batch validation of up to 200 source/target reconciliation rows without needing live lookups, predictions, or external data enrichment. Prefer it over separate analytics calls when all three report types are needed simultaneously on the same dataset.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:47:07.534Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-record-quality-audit-string-normalisation-25b07ad0"}