{"uid":"cap_y3rXBjrWwQ2E-Uday_nwC","slug":"data-reconciliation-grouped-numeric-summary-equal-width-histogram-15a81b52","name":"Data Reconciliation — Grouped Numeric Summary + Equal-Width Histogram","description":"Data reconciliation — Grouped numeric summary + Equal-width histogram: Grouped numeric summary + Equal-width histogram 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-11-093?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_7mvBthx6qBfbVAfjp-Xj0","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 local analytical reports — a grouped numeric summary and an equal-width histogram — for data reconciliation records containing source_total and target_total fields.","exampleAgentPrompt":"Can you run a grouped numeric summary and a 10-bin equal-width histogram on my reconciliation data — the field I care about is source_total — here are the rows: row-1, group-a, 2024-01-01, source 5000, target 4900; row-2, group-b, 2024-01-02, source 8000, target 7800; row-3, group-a, 2024-01-03, source 3000, target 2950?","exampleUseCases":[{"title":"Audit ETL pipeline discrepancies by group","prompt":"I have 80 reconciliation records from our nightly ETL run with source_total and target_total values across two dataset groups — can you give me a grouped numeric summary and a 5-bin histogram on target_total so I can see where the biggest gaps are?"},{"title":"Spot distribution skew in source totals","prompt":"Run an equal-width histogram with 15 bins on the source_total field for these reconciliation rows — I want to see if the values are normally distributed or if there's a skew I should be worried about. Here are 50 rows from group-alpha and group-beta spanning last quarter."},{"title":"Cross-group financial reconciliation review","prompt":"Can you summarize these 120 reconciliation records grouped by dataset_group and also produce a 10-bin histogram on source_total? The groups are 'EMEA' and 'APAC' and dates range from 2024-03-01 to 2024-06-30."}],"resultDescription":"Returns two independent analytical reports: (1) a grouped numeric summary breaking down statistics (e.g. count, mean, min, max) for the chosen field segmented by dataset_group, and (2) an equal-width histogram showing frequency distribution of the chosen field across the specified number of bins. Both reports are computed locally from the supplied data with no external lookups.","failureModes":["More than 200 rows submitted — request rejected, reduce to ≤200 rows","Missing required fields (row_id, dataset_group, date, source_total, target_total) — validation error","Bins value outside 1–30 range — schema validation failure","Date values not matching YYYY-MM-DD format — pattern validation error","Null values in source_total or target_total may affect statistical computations","Payment of 0.01 USDC not completed — 402 Payment Required response"],"whenToPreferThis":"Choose this endpoint when you need two complementary statistical views — a grouped summary and a histogram — computed together on up to 200 reconciliation records in a single low-cost call ($0.01 USDC). Ideal for data engineering and ETL validation workflows where you want to understand both the group-level distribution and the overall frequency shape of source_total or target_total without any external data dependencies.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:45:24.049Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-grouped-numeric-summary-equal-width-histogram-15a81b52"}