{"uid":"cap_m5MagoZRHzRwnbMKwT9-V","slug":"data-reconciliation-analytics-record-quality-audit-exact-row-fd778809","name":"Data Reconciliation Analytics: Record Quality Audit + Exact Row Deduplication + Equal-Width Histogram","description":"Data reconciliation — Record quality audit + Exact row deduplication + Equal-width histogram: Record quality audit + Exact row deduplication + Equal-width histogram 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-11-219?utm_source=zero.xyz","method":"POST","headers":{},"bodySchema":{"type":"object","properties":{"bins":{"type":"integer","default":5,"maximum":30,"minimum":1},"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_KYFW3AIrFDPXV5uxfpd51","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 independent analytical reports on reconciliation data (source_total vs target_total): a record quality audit, exact row deduplication check, and equal-width histogram — all locally, with no external lookups.","exampleAgentPrompt":"Run a record quality audit, exact row deduplication check, and equal-width histogram with 10 bins on the source_total field for my reconciliation data: row-1 2024-01-01 group-A source=1000 target=1005, row-2 2024-01-02 group-B source=2000 target=1995, row-3 2024-01-01 group-A source=1000 target=1005 — I need all three reports bundled together.","exampleUseCases":[{"title":"ETL pipeline reconciliation quality check","prompt":"I've got 150 rows of ETL reconciliation data with source_total and target_total values across two dataset groups — can you run a record quality audit, deduplicate any exact duplicate rows, and give me a 5-bin histogram on source_total so I can spot any distribution issues before the month-end close?"},{"title":"Financial data deduplication before reporting","prompt":"Before I submit the quarterly report, run an exact row deduplication and record quality audit on my 80 reconciliation records — here's the data with row_id, date, dataset_group, source_total, and target_total — and also generate a 10-bin equal-width histogram on target_total so I can see the spread."},{"title":"Data engineering dataset validation","prompt":"Can you audit the quality, find exact duplicate rows, and build a 7-bin histogram on the source_total field for this batch of 200 reconciliation records from our data warehouse sync? I need all three reports in one shot."}],"resultDescription":"Returns three independent analytical reports: (1) a record quality audit flagging nulls, format issues, and anomalies across all fields; (2) an exact row deduplication report identifying duplicate rows in the dataset; and (3) an equal-width histogram over the chosen field (source_total or target_total) using the specified number of bins (1–30). All computed locally with no external data access.","failureModes":["More than 200 rows submitted — request rejected, maxItems limit exceeded","Missing required fields (row_id, dataset_group, date, source_total, target_total) — validation error","Invalid date format (not YYYY-MM-DD) — schema validation failure","bins value outside 1–30 range — request rejected","source_total or target_total outside ±1,000,000,000,000 — schema validation failure","field enum value other than 'source_total' or 'target_total' — validation error"],"whenToPreferThis":"Choose this endpoint when you need three bundled analytical reports (quality audit, deduplication, histogram) on reconciliation data in a single $0.01 call, processing up to 200 rows locally without any external lookups or live data access. Prefer it over single-report endpoints when you need all three analyses simultaneously on source/target reconciliation pairs. Not suitable for predictive analytics, live data retrieval, or datasets exceeding 200 rows.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:46:48.272Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-analytics-record-quality-audit-exact-row-fd778809"}