{"uid":"cap_G4jF-8x0md9EIFe3atAzG","slug":"data-reconciliation-category-frequencies-equal-width-histogram-fde8e64e","name":"Data Reconciliation — Category Frequencies + Equal-Width Histogram","description":"Data reconciliation — Category frequencies + Equal-width histogram: Category frequencies + 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-11-106?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_VzBqLr2xbxJbKBm_K7biZ","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 data reconciliation records: category frequency counts and an equal-width histogram for a chosen numeric field (source_total or target_total).","exampleAgentPrompt":"Can you run a category frequencies report and a 10-bin equal-width histogram on my reconciliation data for the source_total field? Here are the rows: row-1 on 2024-01-01 with source_total 100 and target_total 95 in group-a, row-2 on 2024-01-02 with source_total 200 and target_total 190 in group-b, and row-3 on 2024-01-03 with source_total 150 and target_total 145 in group-a.","exampleUseCases":[{"title":"ETL pipeline reconciliation audit","prompt":"I have 50 reconciliation records from our ETL pipeline comparing source and target totals across two groups. Can you generate a category frequencies breakdown by dataset_group and a 10-bin histogram for the source_total field so I can spot any outliers?"},{"title":"Finance team month-end data check","prompt":"Run a frequency count by dataset_group and a 5-bin histogram on the target_total field for these month-end reconciliation rows — I need to see how the values are distributed before we sign off."},{"title":"Data migration validation","prompt":"We just migrated data and I want to validate distribution: give me category frequencies and an equal-width histogram with 8 bins for source_total across these reconciliation records grouped by region."}],"resultDescription":"Returns two analytical reports: (1) category frequency counts showing how many reconciliation records belong to each dataset_group, and (2) an equal-width histogram of the selected numeric field (source_total or target_total) divided into the specified number of bins, with record counts per bin. All computation is local; no external data is fetched.","failureModes":["Exceeds 200-row limit — request rejected with validation error","Missing required fields (row_id, dataset_group, date, source_total, target_total) — schema validation failure","Invalid date format (not YYYY-MM-DD) — rejected by pattern validation","bins value outside 1–30 range — rejected by schema constraints","All numeric values are null — histogram cannot be computed meaningfully","Malformed JSON body — parsing error returned"],"whenToPreferThis":"Choose this endpoint when you need both a categorical frequency breakdown and a numeric distribution histogram for reconciliation records in a single API call at minimal cost ($0.01 USDC for both reports). Ideal for ETL auditing, data migration validation, and month-end reconciliation checks on datasets up to 200 rows. Prefer this over general analytics tools when you specifically have source_total/target_total reconciliation data and want fast, local computation without external lookups.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-10-19T12:45:23.470Z","isFirstParty":false,"canonicalSlug":"data-reconciliation-category-frequencies-equal-width-histogram-fde8e64e"}